{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os \n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "if \"__main__\" == __name__:\n",
    "'''\n",
    "    file_path = \"./clips/\"\n",
    "    data_dir = []\n",
    "    data_set = []\n",
    "    for root, dir, file in os.walk(top=file_path):\n",
    "        for name in dir:\n",
    "            data_dir.append(os.path.join(root, name))\n",
    "        for name in file:\n",
    "            data_set.append(os.path.join(root, name))\n",
    "    print(data_set, data_dir)\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1284a905ee0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gray the image \n",
    "\n",
    "image = cv2.imread(\"./clips/0313-1/10000/1.jpg\",1)\n",
    "image_gray = cv2.cvtColor(image,cv2.COLOR_BGR2GRAY)\n",
    "plt.imshow(image_gray, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ih8Po6OhwPuqxsTHU63Vs3LgRkUgEiUQCd911F+bn51GtVjE1NeVkBJMmWGcymcSePXtw3333oV6vI5/PI5/PIxQKYWJiAtPT05icnGzKDMpkMnjssccwNjaGqampJnnCtjheDc6yzUqlgsXFRTcmygLf9zE7O4tSqYTOzk4MDg5ieXkZly9fRrlcxrVr1+B5Hi5fvuxcxJFIBGfPnnUyhu1RHrLfClxtuSWEO0symUSlUnGTFQ6HnavEmp2lUglLS0sufRKAC2ACcIicCJ1FJ4NMadOydNLI6NT8ROb0CQJwqY9UUqVSCeFwGP39/cjn83juueewvLx8g3ltmUMXZCvEyxIkUN8OgrVF6dpKGNn3VZi0Qk22Xf0+KAXzZgrA9inoGRVw61kg69Ud1B9bn9LbotGb9dPWZ03t9ZCufm8Rf6s2g5RrkDJdTxnbuQ1qo1Vd6wEEWyKRCIaHh3Hs2DFEo1HU63V0dHQgFouht7cXyWQS4+PjuPfee7F37158+ctfxuzsLDo7O3H33Xfj6tWrLi/9E5/4BLq6uvDaa68hk8kgkUhg8+bNLlAbi8Xw+7//+5ienm7aRFitVnHs2DFkMhmcO3cOU1NTTYqLXgHdYNVoNLC8vIwXX3zRxeoo3DVlcmlpCdVq1e3noQXN9Uf3Md1EFmyqT//vDHKv1WpIp9NYWlpCW1ubS1kslUqIRCIO8dJNQ4ItLCy41MbZ2VkAzYg3l8uhWCy6nHQWRScW4eoPn1XiMgjLzBiiBd1IkUqlAKzuuuvv78fdd9+NmZkZnDx58oZ+sO4gk5XP6GdWOemz+pw1P0mTVgvXllYLNqgv6wnmoH5rvUCzgGolzIIUn/5vhYqt42Z9tP20nwf1r5UrKqgPqnx0boLGopkRtj7W0cq3b+MDts+qyIOQvVVkrcajbQSNgW1FIhHEYjG3hlVp6Tj4zsrKChYXF/Hggw+iWq2iWq1iZmYGW7duRT6fx+XLlzE+Po6HH34YAwMDKBQK2Lt3L/bt24d3vetdyOVyGB8fx/T0NA4ePIjp6WlUq1W3XilYP/ShD+GjH/0onnzySbf5sKenB7FYDJs3b8aWLVtQrVYxNzfnsu3op9cUSY7b930X8wuiJwOonZ2diMViTa5j/tYAtlqJtVrN+d0ZXF0PsbPcEsI9FAohm80inU7j4YcfxsTEBPL5PKLRKIrFIo4cOQJgDY0z/ZGZL7FYDJ7noaenB41GA7Ozs0255pyEWCyGgYEBAMCVK1ecRWB3wwJrApIBXmCV0Fu2bEF/fz+OHj2KcDiM5eVllx/PQCwnYnZ2FnNzc9iwYQOGh4dx8eLFG9IlWdTEDVp49jn9zgrJ9VB+ULv22SCFZ/sQpAT1+6D+2f4EfbaeIL6Z0GlFK62zVd9a0VvrDqLNzUqr/mnfglDYev2y7wT15+0oyVZWi4KO9UqrdmOxGDZt2oRCoYBt27bhoYcewquvvorJyUmcP38eQHM6qvarXq87v3Q6ncbx48dRr9eRyWRw+fJlzMzMwPNWM+LuuOMOXLp0CYODgzh48CBmZmbQ09OD4eFhHD16FCMjI2g0Gi5nnDvWPc/DM888g5//+Z/Htm3bMDo6imKxiEQigWQyiY6ODkxOTmJkZMRtSgLgNlOx/+x3kEtX9+LoHoBYLIYzZ84gFAphamoKALBhwwYsLS1hdHTU9S+RSLh8eyJ60uftAqtbQrgThfMogVgshmw2i8nJSbfTNBQKOX87NZjv+yiVSkilUrjjjjsArKZVUmBXKhV0dHS47bvcVKQ+LN1wATSjHfou1ZUArKKLdDqN++67D6Ojozh69ChCodUddnfffTcymQxmZmYQCoVw6dIlbNiwwbVJk04RVtBkWUFv/9f+Bgmdmy1MS/9WxQptKyitomolSIMQod0YY4WOVXRB9ArqfytlEvR5UBu2P+vV3UrQBik7rVPHHqQkWe96cxM0z0FttVLAQXtIgoBCq8I+chyZTAbZbBaxWAyf/exnXVbb6OgoHnvsMbS3t+OZZ57B/Pw8jhw54jYQWqSaTqdRq9WwsrKCRCIBYHVdHz9+3J3BAsD5sDs6OrC4uIhisYijR4/iypUrrv+RSMQlSlAwRyIRLCws4Nq1a/jEJz6B0dFRTExM4MKFCzh16pRbnxcuXEA8Hkc8HnfBVPq7OeZkMtm094U00aQQgkRg1cK/du2as0o8z8PmzZsRjUYxOTmJUqkEz/Oc60Xjh634uFW5ZYR7NBpFKBTCt771LUSjUaTTaZcFc/fdd6NUKuHcuXPYtGkTrl696vztsVgM9957L+r1Onp7e3Ht2jV3dktbWxt6e3vduTNMYbJmred5zsenwdFYLIZ6ve40PgCcPXsWkUgEPT09mJ2dRaFQcAGgYrHotiePjIygUChgaGgIsVgM586dQ1tbG4BVplQGCEJV6kJZT2Da7/UZ+/dfZz5avXcz5MfFbl1AqqSC6rR/B43n7aB7fedmgpj91TaChLN91rq8gvoTpHT1b+tr13rozw3qQ5CADgIE1u1oUaU+bw/lU4VreU/nR2mZTCbxmc98Bm1tbXjllVdw5swZXLp0CQMDA7h06RLeeOMNbNiwAe94xzuwefNm9PT04Hvf+55zM5CuU1NTyGazLhtteHjYWc+VSgXpdNqlHh86dAidnZ1IpVKYm5vD7OysUxTt7e3OTWL3qXB3+re//W1s374d73jHO5DL5XDPPffg7Nmz6OzsxMaNG5284CZFZujxnKpoNIqOjg7E43FMT087BRDES0zDHhkZcQiegntubq7J6mfiBsGr5R8V/uuVW0a4Ly4uOgHJyczn8xgeHnY708LhMBYXF1Gv1xGLxVCr1bBr1y7s2LEDExMTKBQK+PjHP46tW7difHwcIyMjmJqaQjKZxK5du3Dx4kWUy2W36wtYy3DhmTZE68x7V/cDiep5HqamprCwsOAUQjabRblcxvHjx90Os02bNqFSqeDcuXNYWVnBjh07cPbsWRf00awGi+CCXCX2O/1cF731q7YSlFaABKFH/g5C0PpMq3kNyva5mYJ4O+6OoPHwf2vFBLVrkWurPtjnrSIOEoLrlZuhryCrxArxm7VjFWlQmxYc2M+D+ESRuqVLNBp1CRDcsHPu3DkcO3YMfX19mJycRLlcxoULF9De3o5f+ZVfwezsLA4dOoRkMom+vj7cc889yOfz6OzsRLVaRW9vL06dOoWOjg4cPnwY0WgUQ0NDWFxcdG5ZImvKg1gshlAo5MAfhSWTLpSWS0tLOHnyJKanp7Ft2zYMDg7ip3/6p1Eul5HP591mJII7ClMqEKJp3/eRTqddpoylOeUJ0X02m23aR7O4uOjqoaLLZDKoVqvOE8GicxMUm9Fyywh35pvyb2rfxcVFXLhwwaH17u5ud/rawMAAPvnJT+KVV15BMplEZ2cnfvSjH7kUyUQi4bQ50fLc3JwLrACriCMej2NxcfEGtENfuy4qPTqY/jweTkaf/8rKCpLJJHp7exGNRjE1NeXMMea5W2HZSnjq9/o76L0gFLiecAtC+K1QdJAloc8G5Wu3siBaCcO3g1RboXeriGzWk+1TKyWnGVBBKYGqTK3pzfeDLDGtuxUq1+9semKreQ4KrNr3LA1VSPEd/d0qWMv9HeFwGN3d3chkMti9ezeWl5dx5MgR1Go1TE9P4/7778fi4qLzYY+Pj7vdl0tLS1haWsL3vvc97N69G2+99RYikQi6urrQ3t6O+fl5DA8PY2lpCalUCktLSzh06BCq1SrS6TSq1Sqy2Sw2btyIbdu24ad+6qdw6dIlt37r9Trm5+eRSqVcAgbTl5W+FK4rKyuYmJhwffj2t7+NCxcuOIEci8UcGONnahkxEGqPS7FuN8oLWhKqdHiMCdOt6ZYuFovuyBMV/HzG8zx3tHBQuSWEO7DmGslmsyiVSg5Jr6ys4OjRo2g0Gs6cq1QqKJfL2LVrF65cuYJSqYTR0VG85z3vwcLCAhYWFrBt2za8+OKL7gRHTgTTqxKJBCYnJ13b1PJAM/JdzzQF4AKq8/PzWFlZQX9/P7LZbNN5M7t378bJkydx8eLFJiYDghEifwct6t7eXtTrdczNzd3wfhC6DxLaVuCpmd5q846OnT/6ns0VV2F5M0HWSnEF0SBI+dj6WwlDWzgGRaPaH0sLrct+pn7jIHPZKtygevUzjQu1Qt7aNktQlpS+G9R/7V+rfrMMDQ3hk5/8pHOFeJ6Hrq4uZ23ncjk899xzqNfruHr1qkv9434Ubu4rFApob2/HnXfeiQ984AMuO4482NnZifPnzyOdTjthmEgkMDw8jGg06k5XPXnyJJ5++mkngCuVijs2nHtRFLUDcO4Q0q5arWJsbAyTk5M3WPBMca7X60gkEti4cSMuXbrk3CaLi4sOebO0WgtsU10qoVAIhUKh6b16vY7p6WkHQqlU1NpU8Nmq3BLCPRaLIR6PO0ZQQcwBhEIhzM3NoV6vu40FGzZswMjIiMtfPXLkCHK5HGKxmMuw2b17N44ePYpisejMqP7+fkQiEUxPT7vzYII2Mum514oGVXPTyiiXyy6AS0bM5/O4evUqZmdnsX//frz88stuh6tufeaEA2vMkE6nsX//fpRKJZw4cQL1eh3pdBpf+MIX0N3djWPHjmF2dhYnT57E6dOnb/DBqXALEhIqaJTRdHws7J/1o7dCqVZwKYO3EnJBCNsq2KAsI32nlTAMqsO2ZWmgmQ6K4okOtX6dO9u/VpaS/T7o71bpsZZGrQS2La14wH5H3rSWBwDs2LEDy8vLeO2119yppmfPnsXQ0BBmZmbQ2dnpAppE70Se+Xwe8Xgcy8vLDuFv2bIF09PT+MEPfoC+vj7ce++9mJ2dxbZt2xCJRLC0tOSAn/Jgo9FAOp1GoVBAsVhsylXnWk8mk+6UR8vXnGPSjsqHwVLKCgJDJkLwrgkAyOVy7jgEDaiSH6xlp32IRqNNAVN+x2cZN2QsknXbEzHXK7eEcE+lUti4cSMuXLiA+fl5RKNRZ8Ip466srKCjowOpVArlchmlUslN5IULF9Db2+sE99jYGHbv3o14PI5jx441ZcyMjo46zUc3i2awqKAIh8NIJpMOGQDNlw5o8f3VzU7Mm11eXsbevXvx7ne/G6+//jrq9XqTUAfW0LIeCQAA6XQamzZtQjabRSaTwdjYGBYWFlAqlfDGG2+gVCohkUjgM5/5DP7oj/4IV65ccX1jvdov1foWfSuyWA8NB5VWyLbVc0FtWLfBzRD3en2wKGm9+m1RZaKf6e9W7evf1mpReq83ppuNW+sO4r/10HkrJRBEjyC/OguP9GBM6fjx4273aHd3tzu7nDeMMUhIXuOtaUtLS/j617+OAwcOYG5uDouLi5ienka5XEY2m0WlUsHevXtx+PBheJ6HgYEBbNiwAel0GolEAhs2rF4X8dJLLzVdrgPAWfzXrl1zgUo7bksnKvKgDY+sk3FBzXypVqtob29HuVxGLBZzmy7tfGjbdL+opReU/Wb5Rnft21hCUPlJ3aH61yqNRgPxeNydlqaH3rMkEgls2rQJw8PDSCaTDln19/ejq6sL/f39yOVyuHTpEl555RUUi0UUCgV3LRYFbqPRQKFQQD6fb/I9anBEhTcn3Ap0LjQKR6ZZlstlDAwM4IEHHnAuoB/84Af45je/2eQ/U4bSm1uYDbB582b09fVhbm4OhULBpYK+8cYbAFYX2WuvvYb5+Xn863/9r/Gxj33MxQ/oG2WfuPFC0z/JLCrwg1L6tOj4WwmI9RZQUL3sj/ajlWIhzYP6pihaET7HpT5P67qwsRb7PwGARdNByt361VsJ5FZ0tGO1bdgrJ9drx/7YXY9WQdg6dFwUKkwtBlYR/r59+9De3o6pqSkMDg46RE1XCl0yjHvp2UrctR0KhXDXXXfhjjvuQLVaxeTkJGq1Gr75zW/i0qVLrv2VlRWUSiXMzc3hzJkzOHPmDE6fPu36RuDEOnW+rHINsor0Wjv+KDCiMKWsWFhYwNzcnLPed+zY4foANF9wYuuzc2C9AgwSaz+J5HkgIdNEW5VbArnXajVnwlE7kYAcXEdHBzZv3oyVlRU3uBMnTuCxxx7D9PQ0Dhw44M6iuHz5MkqlEmZnZ+F5qztG29vbcenSpRuuzQOad/XpomPuOhc4g7569HAkEkFnZ6ebePaPZhfr1quy4vE49u/fj2g0ipMnT7p83ieeeAI7duzAyZMnsbi4iDfffNOlel67dg2NRgNnzpxBLpdDX18ftm7dioMHD+LMmTO44447XPqodTGpqamMReazt7toFo/eDtUKzSnDqgnZ6tlWxb5js37ss1pfkL/7Zsg/CNEH9X299lvVaevRcjOrSZ+z/Wv13duxoILmYz1Fad1wRN7d3d24cuUK/uIv/sKdhkqLsq+vz6UK6jomPbieY7EYfN/H66+/jlwuh0qlgv7+fiQSCVy9ehVXr17FhQsX3HxOT0+7owAIVnp6em64Y1RjKOpO03WtwrYVvfm3Xq+pioG0mJ+fB7C6puk71/kIoq+CC7al/WaAlUpD12kmk0G9XkexWPy74XNnAJVHZ0YiEezYsQNXr15tQtj1eh3ZbBbz8/Nob2/HxMQEZmZmsGXLFszOziKTyaCjowNjY2MYHR116VG8DEQJzo0QAJywpzBW5MdACgnc3d2NrVu3YmZmBmNjY+jv70exWHRpnNVqFYcOHcLp06cRDocxMDCAmZkZ5HI5zM7OwvdXU6E++MEPoqOjA0888QT+23/7b+5MnW9/+9u44447sHv3bpw6dQqXLl1yRx48/PDD6OzsxPz8vOsLz7HxfR+/+Iu/iGeffRZnzpy5ARkGBU35QyYiHYBmU5H/W1TbSoCxniDEYp9TX6QVokFuJK0nSKBZ95Z+Z/9fz6qwaY9Bz1mU/nba1DGpf9+2qTTid6oU7DNBNFHrQ2l3M2uK/mUKFhWE165dQ09Pj7MKC4UChoeH4XkeRkdHXVyMdRLB0+/NNUZ3JzNZeOhWW1sbIpEIRkdHXW46sBYEVXStWSzkVxXYXPs6R9q3VsH+oNgOZYZubKT7h2uoWq26o8eZzcKzZrROKii2pWuAwVu6W9TiXllZcQL970yeezqdxic/+UkUi0U89dRTqFQqyGazzpe1srKCQqGAM2fOuMP1w+EwCoUCXnrpJbz44ovYsGED7r//fufzpi9+ZWUFS0tLTS6JRqNxww3mqv1ZyIjFYtFF8pmGyZQw5twXi0VXB3Nj4/E4Ll++jC1btsDzPHznO99xbplSqYSvfvWrePDBB/HRj34UTz31lLu/9YUXXsD27dsxOjqKUCiE8fFxvO9978PKygpOnz7tAsj/43/8D1y4cMHtiH3HO96Bf/JP/gn+7b/9t+6wfwBuQQDNC7evr8/l5JOhdPEratAAo0V+1ldp0bcuKH5vkbEyu92NpxaWVRLWjaF1atG5VyHHBcJFRIFAV5kKSvIMf9jnIGFvacGiQpol6AhmK4j5256Saseof+v72h8KNWtl6Lx3dHRg586d7vjdH/zgB1hZWXEX09Trdbzzne/E+Pg4Tp486TYHBt2CRNeMovhUKoVoNIpSqYRCoYDe3l5cvnwZly9fRjweb6InsLa7VPlJP9PxBSFzC1aCLKEgK00VqtKO64lzx12sxWIRbW1t6O/vR6PRcEcKKE3YD/Ue6P8EenxH52u9pAJbbircPc/7AwAfAzDl+/7e6591Avg6gM0ALgP4Wd/3569/968A/AqAOoAv+r7//Zu1wcAENVosFnM54RwUM2TouqHGpyCl/6u/vx+FQsGlQ3FRq4moRGuV8cGJ1Es5PG9181KhUHCbl5aXl5HNZpsEDxdgrVbDa6+9hn379uGuu+4CAIdsFhYWXF7+Aw88gL1796LRWL0FnmfW5HI59Pb2Nh0VPDg4iD/90z9FKpVCPp93B6PNzMzg3LlzSKVS+If/8B/iK1/5CiYnJzEzM+Pe7ezsxDvf+U5cvnwZiUQCjz/+OOLxOGZnZ7GysoKnn37a+TiBNUGrwktP2wRuTBsNQt8qvIIEDp8jorOLgHNBNLQeY1uUTf6y6FjNbs5tkELRuvis1kO6sDATwvaB9erfVqCq8Gg1HmaNtEKdHIdVwjovVrjb4H40GsX73/9+rKysoKenB4ODgwCA7373u7h27RpOnDiBdDqNt956C3v27MHVq1cxMjLSZAErvShYdf3RFVmtVt32fx4lMDEx4bLPVFiTlywCB9B0GizHay1CpRmVs34WBPCUpvxe3bIqdJeXl1GpVNwxKrzwm2vGzqd+bq0r9kdz4q176GbFu5kG8DzvEQBLAJ4U4f7vAMz5vv97nuf9FoCc7/u/6XnenQD+J4D7AQwCeBrAHb7vr3uTaywW8/fv349arYaRkRGkUimX7z41NdXkJ2emTLlcdsKAwchoNIrBwUGMj49jZWUF8Xgcvu87YaxaOAhB6SK1LgNOgNClyU+mvmrWFQ6Hkc1mMTQ0hAcffNDtxFteXsbLL7+M97znPTh27Bh6enowMTGBbdu2udtoEomE8+G9+93vxsWLFzE6Oopf+IVfwIsvvoiXXnoJU1NTLlhFl1Ymk8EXv/hFJBIJvPXWW/j617/u3C7vfve78eijj7oNHgcPHnS3xezcuRP79+/Hk08+6TadKLOpsFvPfaBuAGVYVaScS303yF1g/16vLZ0fnVuiIV30in6tKR80Ll1QQUJdhSPnPehdyzfWetF6lCaWLsrHLDqem1k2FklqLMbzPLS3t+NDH/oQxsfH3fkvW7duxSuvvIKenh5kMhm0tbVhfHwcAwMD2Lt3L77yla9gfn6+KeVYFY11eTLoz7mKxWJIJBJuQ6Hnec7iphCmi1SDmnZuLI+QLqrQfN93ljdBGHnEujo4X3rML09x5LrTe5eJutkm3Ss2E0/nhP3nhiYdl8YMVJGI7HrD9/37EFBuitx933/e87zN5uNPAHjs+t9/DODHAH7z+udf832/DOCS53nnsSroX1mvjUajgUuXLrlskqWlJbeT1Jr7DGCwMDuk0Wi47c2aGkXhFzCuJjPHLiIimHg8jlKp1JTHSpRgUYV+R4TBY0Sff/55bNy4EWfPnsWjjz6KcrmMY8eO4eGHH8aPfvQjjI2NYXp6Glu3bnXn4Rw4cAAjIyP48Y9/7BbZCy+8AM/z3BHJXADsz9LSEr785S9jaGgIDz/8MBKJBOr1ulMwzz33nNsxOzo6inq9jkKhgKWlJfT19eEf/+N/jDfeeAPf+973XCyExR54piVIELVCllbgcMFx8ajgV7pboRW0uFUZ2IVgLRJFkxZZ2T5bBRU0xiA+s88qAmSfVcHoc/xehbIKYdtmECJXAWsD6lrUIhseHsa2bduQTCbdCa33338/Dhw4gPPnz8P3fbS1tTlEn8/nXRu0rrgWuFt8fHy8yYr2/bX7jNPptHO39vf3IxQKuSO8VYE2Gmu3qOk4gubOKn0V0kpri+qtsidfsh3lRVoSepBYIpFwLlpVXpxLVdCauKAxLbUy1Z0UNKb1/O5/U597n+/716538prneb3XPx8C8Ko8N3r9s3VLo7GanqhED/LdWX8pv6fG1ci59d0GoTs7yVo8z0NfXx/uvvtuvPrqq07ZaF3qO2O/2tra3FV/PG9ifn7eZfjcd999OHz4MEKhEF5//XVnVQCrimp8fBzt7e3Ytm0bTpw4gYmJCdx7773Yt28fkskkZmZmcOzYMSwtLSEajSKVSjXl1obDYUxMTKBYLOL9738/9u7dizfeeAORSASFQgFTU1NIp9OIx+O4dOmSo1G5XMZTTz2F7du344knnnBuIp7P86Mf/ajlNWP6twqzIJpac1q/4/N2Ywd/bBA8qG67wPnbZvGoYlkPuQeNrVUJQthA8FHM+qxFjNbiUVRvBYWtLyj2QZBj+8Xfmrfd29uLe++9F8eOHcOFCxewtLSElZUVd+45/e7pdBrvec97MDk5iZMnT7r8dfaXh261t7dj+/bteOONN5pOa1TFPDw8jFQqhfHxcZf+p3NJUGF5gkDA0sQKaaWR1qOxN47fWmMsKnCV3hTGRO5MA+XZN0HK2SpY1qHzYpW4fV95qVX52w6oBnF/YA88z/s8gM/z/yBfmQ7ADpQTyUCnoipFLE0d8Zs3OlghTW2qpjV3iqmpzQWkQVUKH7qHgNXNWTy+tK+vD319fTh48CCuXr2KRqOBiYkJl1Gzc+dOdHZ24urVq7hy5QquXLmCfD7vjit98skn3ZGg27Ztw9133+387kePHsXCwoIzFRuN1d2Bp0+fxr/4F/8C3/3udzE5OYkdO3bg9OnTSKVS6OrqwtWrV9HV1YVEIoGxsTHk83m89dZbjq68x/HDH/4w9u7diyeffBLLy8vI5/NNwsIyaxDdA+bffdfKf6zP+r7vhL4WnStV/vpeULutBLEKBWsptIrP2D7Z/1stQuUpFSZWEdnxar3ruYCC3lmvTs/zsHHjRiwvLzt31rZt23D//ffj29/+Nk6ePOn2mOTzeTz77LMuv31gYABzc3NunjgvCwsLWFxcdJastSTYdkdHB65evYqJiQlnzXBt2d2fHKP1ZevfeoE2aaq0VfqpEuG8BIFCtRS0LzxeHFh1rWgCh1r1SgN+bvup7Wt76gJmmzZrypa/qXCf9Dxv4DpqHwAwdf3zUQAb5LlhAONBFfi+/yUAXwIAz/N8DtaaWPxfBbcOyqI16/8M0pRaPwuJF4lEHDMtLy/j/PnzbrIUTVkfIn8Xi0V3Ul2lUsFHPvIRDA8Pu1vUT5486VxHtVoNs7OzKBaLuPPOO93ZHAsLCzhx4gTy+TxSqRRSqZQLHhOhd3V1IZ/PY2lpCaVSyZmcRILVahV/+Zd/iStXrmDfvn3YuXMnDh8+jNOnTwOAO//m/e9/P0KhEObn5/HCCy/gwoULOHTokFtcvu/j8OHD+PznP49f/dVfRb1ex5tvvolvfvObjqFvhiCU5kHuBFuHFbwWqawnnFoJ3Faf22fs0QLkI11sQe/pOxbltRqnWqf6uQowK1z426JSVWw2K+hmFpU+Nzk56YL/5LuzZ8/iiSeewLe+9S2XYtxoNHDt2jW0tbW5i+3b29sRiUQwNzfnEh6uXLni8tNtrIH0uXDhAqamprC4uIh8Pu8SLIKUnrXmVMBT+QfFzlQg23iP0i1oz4v9227+Y9CTvngFLLSabFue57nTJjXrSueT72hskXLn7SD3mwZUrze6GcC3/bWA6v8FYNZfC6h2+r7/Lz3P2wPgq1gLqD4DYId/k4Cq53k+CW41KydGkaJNB2vlulEtqwEnu2AUmVO4KzpXYobDYTeBaqKFw6tny/PI0ba2Nrz//e/Hfffdh+9///u4dOkS5ubmMDk52VQXF1BPTw/uvPNOhMNhPPPMMy6HNx6P4xd+4ReQSqXwla98BeVyGV1dXXjsscfcvY0LCwtNDGSj8NxUxUCU561ulNiyZQv27t2L7u5uLCws4ODBg7hy5UoTTUjLvr4+7N+/H9PT09i3bx+OHDmCs2fPurM3rJkapDyDhIzORxBi5v+6mKyVYAOLQcjdCuBW/2t/Wdhvi4BVYKjy1zot+m9l1VheDrI4LGrU/1WgBFkl2g/L/ywUIHS5TE9PI5VKwfM8DA4OYvfu3fhf/+t/ufNVBgYG0Gg08NZbbyEajWLPnj0oFAo4d+4cZmdnmxSlBgqt1ae/rRWmAp7ghc8GxWNUgShaZzqmRcKkhyoc/d8qUdKnUqm4RAUFpkTjfE/HzY2NGge0vBtUlPeVpteV4N88oOp53v/EavC02/O8UQD/B4DfA/ANz/N+BcBVAE9cb/yE53nfAHASQA3Ar99MsLPopOlCsmZy0CKjoOT/usW/1fOW2clEisw5UZp+Bdy4+cHzVnfcDQ4OIp/Po1QqIZlMYmRkBH19ffjsZz+LH//4xzh8+LA7PKm9vd1lxBSLRezduxd9fX347ne/61wxjcbqvYvPPPMMfuZnfgb33HMPTp48idnZWfzpn/6peyZIOOrYuRiJAIhQ5ufnsXnzZifYJyYm3FENXAwAnMLq7+93f3/2s59FOBzG9773PRw+fNjtED5x4oRTfuwL+2YDUixWqFtry6K1VsIrCNkHPWv5br0ShHS1/3bx62f8XH25tl1rbQRZmfp8EGIP4uWgION6Y2e7dDF0dXWhWCyiq6sLW7ZsQUdHB5aWlvC+970PX/nKV1wAvlKpIJ/Po6urC0tLSy79mGNmf/Xyeotm2T4Alz64srJyw1h1zHYsyl/2ea5flSXqCVB6KD2D5laf1ef4P/dI2LFRfljZ1KpO5QW+q/1R66NVeVvI/SddFLnrQm1lQqv5ZNOKgObJt4soCFWp0ggSDNYcbCXcN27ciEqlgunpabS3t8PzVvPz77nnHrz3ve9FJpPBa6+9hjvuuAPhcBhjY2N4+umnMT09jYcffhizs7M4ePCg09Cet7oL1fM87NixA7t378bly5fxyiuvOBTOwtQynm6nAkXHrHnkkUjEHU524sQJAGg6WpTmJt87cOAA9u7di4WFBTz//PO46667sGfPHoyNjWHz5s3YuXMnvvOd77hzdMwc3zCPdq7tQtdngoSg9bHrfOuc2360Uvi22D5bkKHvKk+ux7tBbVp3he1jq7putkZajdHSmYd+DQ0N4dy5c8hkMvjkJz+Jo0ePoqury11yk8vl0NPTg1deeQWzs7NNu5BDoRAGBgaQzWaRz+fdcRnWDROkoNXVqpvZlO7edQtUhXeQ9WJROOv0vBuPyLVK1KJ9fUYVBV1RXCu6ZqzlpP57fS7IWlD3ixXmSjcqz+vP/M2R+/+/ShDCsKaWnjfD79Vnxd96JgODjGo2AQgMCPLvIJNNBTrNK9/3HQpfXl7G0tKS6yOza3zfx0svvYTz58/jve99L0Kh1TSvfD6PTCYDz/PcgWkXLly4IYZA100+n8f4+Dgee+wxnDlzBhMTE26yNfik41EmI6OpICmXyzh37pzbJwCs+uK5GYPMSsE1MjKCxx57DGNjY0gmk3jrrbdw4MABbN26FS+88AJefPFFfOYzn8G5c+dw5MiRG/oTNLc34wX9PwgdB41zvTqtINf5DjKL1Wy2VgAXZdC7dpyt0J+OxaJ2K/SDinVrWUWobQV9Fg6Hce+99+KDH/wgxsbG0NPTg3vvvRcXL150F0FcvXoVoVDIXRG3tLQEAE2nH/q+725D00P/OD90R6ggtnQFbkx0oCDj+Oy6BprXvY5TlYZdV0E8ZWmj/Vdrg0pNM23UYlJBHGRp0T/P+bIpxoyZKW0trTQrqlW5ZYS7NcOBYB9sK5QWjUabzB/+zYmxwr2VCWf7Y6Pp6u8HVoNOnZ2dKJfL7ohie+tLOLx6sNLZs2fd5pCBgQEcOnQIU1NT2LFjhztmQU+V6+jowKOPPoqOjg7UajVs2rQJk5OTeOihh/DNb37T5dgqU6sSolAmTdl3FUqKgOPxuDvvQ5knlUoBACYnJ/Hnf/7n2LdvH6LRKCYmJvClL30JyWTS5d0//fTTePDBB3Hq1KmmjVB2bhXh6HwGIfSguW+lHIKEqUVT9v8gCyCIF4L62wrx23EEKTV1U1naBCmHIN63AUf7bCthr33t6OhwSDwSieDKlSsYGRlBT0+Pi6kQWSYSCXexhvqbuU64k9z2Q1GtRcMqQIPobJWfAjOdBzv3Qfyiv4OU+c34RuNztj790XRefc4CR61HedHWScWhsnE9pQ/cQsJdEbn93JaghUPtR3Qa5LrRiaElYNuxC8HmytfrdRdk5TEBV65ccdqWk8D2defamTNn3NV7RD/1eh25XA6e5+GRRx5BOBzG8ePHUavV8MADD+COO+7AsWPHAAATExPuurGBgQEMDQ3B8zy8+eab7pgE7b+OX81nCnq6cDzPcz5O31/dCEUfKXcLNxqrFwuMjIy4nYjA6q30c3NzLnB04cIFvPe978U999yD1157rSm6b2ltlbf1E1vhaYOcQfxhBYUu/CAAoVaN1hH0LoHDzRaV7bvtj3Ulst6gOvgc+9dqExlLkAWhNNFnyM8nT57E9u3bcfbsWfi+j0ceecRdqEElz3uHVdAowia/p9NpLC8vO8Vu29T3dIyt6GfXetCmRD2OwdatQIb9sBZSEM2DFITlHRa1/uw+A62Hu1ztHOizQSAziFbr8Q3LLSPcgRsFqwqBVlqYfytaZsaLIgoysg1uKbpWlKtoShla+6Nta4BIrQf9HQqF3LV7i4uLmJ2dxfDwMB544AHMzs4iGo0il8uhv78fMzMz6OvrwwsvvIATJ06g0Vg9d+buu+9GLpfDr/7qr6JQKODkyZPOLaRFUZVFSUpftW5qtZrbbcjxJhIJh+RJU14ezAwhKtRisYjLly/j+eefxyc+8QmcOXMGCwsLN0WOdrGth5SD0HXQAlgPUZM+nMug563wp3LUsQRZAa3ablWC+N0qFf0saMx2bPz/7fbn6tWr+NKXvgRg1S23adMm9PX1IZVK4ejRozcc2sX62traHBhgOysrK4HppOoeaUUHVRYWwVq6WJpZpcH3yJt2/lrxh9ZprSybiaVuS9t/PqNgT/vP+JhNNNDx2fnU9t8Oj91Swn09ZrRoWgfJ7A76Pm0EnD/MHNHP6D8jsVttptIJ44SwLXtuDT/3PM9tq2adFy9exAc/+EEUi0XccccdWFxcxNGjRx36TqfT2Lt3L2q1Gs6dO4crV65gcXERmUwGKysrmJqawu7du10GTCQScfmyljGsGWetHGANddmNE0RJ8/PzyGQyblykH5UV4wWhUAjd3d3IZrM4ePAg9u/fjwcffBA//OEPm4TD2/GVBwnw9Z5r5e+2RdFjUFwlqH0VBrpQWV8rhaPFKjcrZIIWs+1TUHA86B2t1yowC5K0bp6JEo/HsWfPHkxPT+PKlSuoVCro6enB9PS0u2iD9YbDYbS3t6PRaLj7Cqzwti4FdSFaxc71aN/XfipNlL+DZIfy+82EYSuhGVSvWug65iDF06oPXINB7pUg64aWsea6h8Nhl1kXVG4p4Q60zly42fMapNDdW6oxlcmt8KaWTyaT8DzPnSdDZtNIt7p8NKdclQ6fpfBlX2ZnZ/HCCy8AAMrlMjZv3uwuKllcXMTMzAwOHjyIUCjkzojn+S/FYhGzs7O4dOkSNm3ahI6ODmSz2cBrvdgvjpVReAptjlkVFG95se6qVCrlbuBR64aoLRRaPYdn06ZN2L17N6ampvDcc8/hi1/8IsrlMn784x8HBnv1txbL2EHumL8ObwQJzyBkqMoiCAmSh4Isilbtq8kehCyD2uB7+n0QUg9C/a36FSTUFY2y3UZj9STUo0ePYnp62iUPdHR0OBBBPucZ7FwnymsKeLQ/KhCDxtAqw0czc1rROmi8Oq5W9FiPpyzA00PBLJJnUfenAgq2pcJe59laCkCzpaNtBylSW24Z4d7KPG5VLKppFWDQybWMY+up1+tNZylTWViCWpeHCi7dwsy+6cSWSiV873vfc26QaDTqblfhgf/c/q104YUGkUgE165dw7Vr19xJesvLy00WBRCc5aH1WTeSInd7Xke5XEahUHAmrloovFy8Xl+9YzKVSuHRRx/FV7/6VfyX//Jf8Gu/9msYHx9316FZobUeAm0l5FoJXi2t0LA1y20QUvu1Hi9ayyOI1vy71Zk3bD9IaDF9z+aD38ydFFTWUzLWesrn8zhz5gzuu+8+vPzyy7h06ZI7fE6tHdKKKblEkorCbT/JW1bwWprrZ7rGNE1Q+9CKltba0e/ejoImn6v7RWnANvgcd+5yE5OuQRt3Yn+1P/qjmUFWhtnxtSq3jHC35a+D4IO0tjIzP7O+MBUi/JzIpNFYO7OEjK3ml5b1kJvuVlMmpkCtVqvI5/OuD5xMTbPSPlrByqwFHZ8uYP3MMpwuQB6hTGvD89a2R8/Pz7tdsFZB6pEHc3NzyGazuHLlCrZt2wYA+OEPf4gDBw7g3LlzgemnQXPRau5vhvSDEFArQcbfQe0E1RPUnn0niA+1jZuhay3rCe+gNoLKzdC9VUS+72PPnj3YsGEDisWiC6oq0lS+Io/qKanad4tcdf6CaGUD6uRrRahBQMWOw85fK+unFc2C/tdcec1oC6K/HYflA2sNWAUXBMwU1KxnwWi5ZYX72ymtFikFJwWyElG1vhLI3tSuwl1NQ34HrKFyNcP4rEbw2ZZFFfqZIm7e9tTKhFNfIwuzX7RNjlf7YOMRfFf7r8cWc7x6wJEyqSqSQqGAsbExd91Yo9HAzp078corr7RETPzMKjJFrfqczrcqa1u3tRJaLfT1ELgVREHIK6it9QRqUAlqV3lG27ZIz47JCj+tR+mkCFvnfdeuXZiZmUFbWxva2toQi8UQjUYxPz+PRmPt9ENgLZHAukAVVOnuUBuP0nHZ+ac1YP3q6yl/1muTI4Lmbj2FqIJU6UVa0s1qBS7do+yHDaLyHVV4CiCtm4dr39KzldvQlr/Twp0lSEMyxY+mIAmsN7YEoQAVVkFR//X6ELT49dyR9fqtWTVcMLpYmLWi77ENfmbbsKgpqL+kiTKW7n5V5WCFgTIfrY1qtYo777wTFy9eBLB6kNqPf/zjG5jcorNYLIaenh7E43EnRCYnJ1EoFALfVSV3MxeFCoP10JzWezO0Z4VMK8HTShAFKQIV4EGKqVWx/EmeWW8MQWjS8zwkk0lEo1FMTk7i/vvvx/Hjx90Bcczk4iUerdqzfaY7xV4AEyRw2S91IVlFHjSfNqEiSHkHKcT1aKogg2nN2mdVWsqHLHYetV3GqcLhcNNubo6X49E+qJv4ZjwB/B0X7kFaPwiRUJurRmd2DHBjaiMJy+epHOzZLEFaVv9XhBIkGO1i1nHZXWscg7p5tKjysu9pZowuGDIRzUwqPhXuioa0Lm2X/anX63jxxRfd9vRcLoe9e/fiscceazpFUucsFFo9VvYzn/kMksmkO6yKu2b/5E/+xN2hqzdqEb3EYjH09fVh9+7deOuttzAxMRFIuyBBqvOhfbLuK/ZTFR15wwoMW5cV0iqoWiF+2ye+YxWRttmqvfWUkD5P5To1NYUtW7bggQcewNNPP41isdiUsse6FL0qr2vgU92YQTtPgTWLM8ifrbTXcdu4ko5Xjy9Qgau0UPpZOqicCNrVSoHMkzBZWlnEQeNhG6SjKgfKHY6Je2oUSGlMbL1yywr3t9N5LdSiFm1r1FkFdqsAq12IOlHRaLTpJDi7sLTvQQrm7RTLEGyf98dqgBdoTqvT54Pop33WwnF5noedO3fi4sWLLj9dmSwUCrl0OKWVLvzFxUWXYTE3N4dnnnkGd911F9ra2prcRlQmg4OD+OVf/mUcOXIEr776qgsOe56Hj33sY3jiiSdciujk5CRefvllXLx40d3B+ZGPfAT33HMPZmdn8dBDD+GZZ57BG2+80XRTfJCAtIKeiysoJqGCiAKEcxEKhZoOSlM621ML2YblTbbBhdtKOLP/qlyIoIOUlCoRjcvwNwC3jX9gYAAf/vCHUalUcOXKFTz11FMYGxtzbXE+ecQG95KwfivkbeA1yIqwYKGVAtLvrTLUeVP6xuPxJrdeELLWNii0Pc9rOtrAri11FWn96mJRCyXIglIgaC0T4MajoPV7uzt3vXLLCPcgtHKz5y3hG42GEyxBaNxGr62vO0jgc8LU16WKpFU/NSvAKgN+ZhUAx6Ht67MUwJpGpvWo/98GUIPq5W8GU1OpFOLxuBtXMpl04+YmqSDFo8KCFxuTQY8dO4YPfOAD+PSnP41vfOMbLrUzFAph48aN+Of//J/jzTffxMGDB122EF1Tf/7nf46Ojg4Xh9i1axc+/vGPw/dXUzCPHTuGXC6HP/qjP0IikcB9992HoaEhvOMd70C9XseZM2fcUcuFQgGZTAYbNmxAo9FwlkA4HMamTZsArG7m2bNnD6LRKEZHR3H58mVUq1X09vY6s7itrQ379+9Hd3e3O6CtUqmgUqm4I58jkQgWFhZw4cIFzM7ONlkZ9GHzZ3Z2FhcvXsTGjRuxZ88eAGi6l5M+bqI98kM0GkUymcSzzz4LAEin0wDQtI+Dl81nMhlnNZF/e3p6EIlE8J3vfAenT59GLBbD1NQUjhw5gmKx2HTzGOe40Wi4Ux85/xqwV77QdcK1qfxo0ScBhB7uZS0VVXZB8oJrOhaLNYE5XUfkS7pYNN7EjDVds9oXC6rYL52XoNiSxu50zavCUcuD7egc6kU8QfQJKrfMqZDXf/+1ELsVUjbAZoWpulcskRXR8zMb8FBUrejfMiH7YIWzIhs+axGKRXNsN0gBWESon7EtjjnokCOOUS//VXdVKLR60l8ikcC5c+ealJlaNLqINdPG91fPq9m5cye+8IUv4Ny5c/ja176GiYkJdHV14YknnsDc3By+/e1vO6FOIVitVlEul7Fjxw7kcjmMjo6iUqlgZWUF2WwW73rXu7B582acPn0alUoFMzMz7qapUCiEXC6HgYEBtLW1NQnPpaUlZx10d3djZWUFZ86cQTQaRW9vLyYnJ1GpVLB3714Ui0WUy2Vs374dpVLJzf/IyAiuXr3q7svk7VsU3BQYPDZXkSCvYONlyAcOHMCrr76KPXv24OLFiy6riPELKnWeH66g5NOf/jTm5+dRr9exsLCA/v5+VKtVFAoFt1O0Xl89EoCKJJfLIZPJYHZ2Fl1dXTh8+DDq9ToGBweRSqXwxhtv4OrVq06IU3ip20CFEHlBlQeApu8VpWq6pPKR8qFa3+RZ8oYKYmsRq1IDmm/pIo/qbV7qw1aBSr62Vi55nGfrcM1QAXNulI/VR65KyCqnIKuRY9XTXgPcPC1PhbxlhLs1mS1h1zOn+bfNZuHz+gx3jAalKPIZTrp1eaiQ5SRaMxNozmiw+co2QKmol+8GmaPqk7Smmm60AnDDImC9VimokOd7/E2G6+zsRDwex+joaOB80GfP+jSO4fu+Q7KDg4P49Kc/jcHBQbz++uvo6+tDMpnEV7/6VYyMjDSZu/ydSCTwnve8B+3t7Th48CAuXrzokFkqlcK73vUu9PX1YXZ2FuVyGadOnXJ9zuVyAFYX8M6dO5FMJvGjH/0IFy5ccAIgl8shm80iHo+7cS0uLrrx8GahiYkJd1JmNBp1AlvRYqOxtnmOY9fdlgoKSPNoNIp3vetd2Lp1K3p6evCd73zHnSNkXRb6meet3tX70z/90zh58qRLOw2FQjh48KAbw7vf/W53DlE8Hsfc3BwuXbqEWCyGdDqNvr4+DA4OYnZ2FjMzMyiVSnjppZcwMjLS5DpQlB1kuQXFeVSI6boICryud26OXVNBQXRNXLDPsC09yZU8xrVmM1W4/q2FrOdWBR25HQTyrD9d151VnHastNao7NXKF8B46x/5q8JdJ2W9ogISaA7uBQl4RSL6vj4DNG86scFIReHWxRLULx2L/g5C80Hf63jUvLOBFWV+/tbT+dgv7aPSJwhJeZ6HpaUld3m5taxUibAv9kRMKtGxsTE8+eSTuO+++zA4OOhukZqfn0c6nXZHSLAvdBN1dXUhlUohEokgk8mg0Wi4y8YvXryI5eVlh4RTqRRyuRyuXbuGfD6PSqWC5eVlHD16FI1GwyFxjoFCkPNNZM5bq4rF4g2IS90jNu6hgTilgbXOlNbHjh3D+fPncccddyCfz9/gStP3lUdrtRra2trw+OOP48iRI5ienkZnZ6ezGB5//HGUy2WMjo5idnYW09PT2L17N3p7e9FoNDA4OIinnnoKhUIBi4uLzpXBmBIDfWzLrheO21rLqpyVZsrrlv+Ud9V9owkQdm21KkFWvAIiC4S031QA+pnOGftpYzkcp6UF13DQ/hgL6lQOKEDg+gmSUzelxa2C3OnrBdYGGoTSgwSgLh41/YKQD4mnWtkKLP5WIb4eQZWBghiD/dLftm37vG2fZqsyqR6QpjEAzfJpNBpNpqj18QFr8QQrQBhE1tMj+S7bYb/UaqJQJ13UdUMfcHd3NyYnJzE3N9dEQyIm1kfBTuSi6CkUCrm7apeXl5FOpzE4OIgrV66gVCq5PjC9Ui0LonDSuVaruaMnmJXEky+J5O3CV4GlQTaLEDkfyq8cSy6XQ7FYRCqVcjuB7QJXHlJhv3HjRqRSKezfvx+Li4sIhUJOiEciETz77LOYnZ1FrVZzd/hms1l0d3cjFArhzJkzTogrf1r/uCJw+6z63NVtQQXJ+ItdR7p2FFAAcMcZ2O32yidWMCq9OWfqYtUr9oLaZr08CI9xH7VAglw1yg+sz7prVanY9vierhOuAVt03ZEG9Xr91kfu1iwJUjqWQVoh4iABG6TRgwQt61DC2z4EoY4gNK9FTUl9T+sN+l9/a/3hcNgFP9l/pk3xeYuSPG/txEztVxBy599285IucDK+nS8bQNKzrSnARkZGWvoZ1UwulUpuQ1e1WkUymUQ8Hke5XHY00HPwz5w506SoYrGYUwCKqonYNS5RqVTcNW86Xt2DYMfIudQ21YUWhFQBOKQMoKlNXQOWX6yFuLy8jIWFBdTrdTz++OMAgHe+8504fvw4Dh8+jImJCQBwCqdQKGB5ednd48v2aPozC8Yqllgs5gSuxmcoNBlnYD8BuMC5WjRB/Gb5UMfLz9WiDqKlDc6qcuR7VrADzfxMkKTjo5JXUAGgKeirCtd+rv3RuSQv6VpWPrP1BgFAO5ag8nbuUN0A4EkA/QAaAL7k+/7/1/O8TgBfB7AZwGUAP+v7/vz1d/4VgF8BUAfwRd/3v3/TnuDGLddWOAdpTNPXJi2oCMQqhKA6VHlYlKp9UAGvi9K+o4vRCnPbHzup9nPWxXHZW9YpaBUh+v7aiZnqj1cEqwxuA0x2/Fax2uwARbIUttYSsuljVmDxc0VtzEqJx+PuLHwKrHK57BSAdR9Rka2srDQteM9bNcGB5kuW6/W6UxrA6pG2zOCxaJyZLLqxjN8zR7/RWD0iQr+jwuEpf5wvdbuxDivc2bb6cROJBJaWlvDUU08hHA4jk8lgZmbGXZqhqXO80Eb7ojEA8srKyopTqGybfdY5ikajTXedct6UHwA0WZxBwE3Ho5aJKn8VZsp3tKo04Gotc6UpgKZ1QhnB2JD218YcNJ7EPqu1xkJlqPOu76hsUMGvc2OFt4JfliAArOXtIPcagH/m+/5hz/MyAN7wPO+HAP4BgGd83/89z/N+C8BvAfhNz/PuBPBZAHsADAJ42vO8O/ybXJStk6GTq4O2qJLf8X9lEH1XhR0/I5Op4LfFukZsgMVqVvbDTlqrSdB2g5B7UL+I+Ji+qMJfESZdIBQS/E6vCrNjJa2sW0vppUxqzWXWA9yIliwSUYSqilHnXsfPPH+6GHSB8DYqZqUQfXJB1ut1d7E3FzRdPxRi6tbiGPWUUV2g6hqia0dpQGvB3nKvaY28CAWAQ42xWAz9/f2u/iAXmgb7qNzq9brLJKIyUbpz7tWC4lyr0mM7pBXf4XEY6qrgRh5VQspf6q5Rl4j1P9v+2HWhfGB3UlsXkT251fKw53kuq0d5LJFIuP/j8Tiq1arLhrFgS/tl3cJq6fj+mtWrfWz1vv2e9anSUGW7ntxiualw933/GoBr1/8ueJ53CsAQgE8AeOz6Y38M4McAfvP651/zfb8M4JLneecB3A/glfXaCSKgLvhW71jm0onn9zQL1cVg67buAS1Brgy+pxaCHYcVZFq/MrMVkkG0sAyiC4KTTUHDA7/IsPbKL0WwyjxcPGpeqsm73hxp/2hm6lgodIM2raz3N+uIRCIolUpNwluVPoUS+0zBRAVH4UL0qcKPfVbhwjbS6TTa2tocslb0R+SsiI51+/5qGqgK+Vqt5u6mZVqjBuKCMqlsnZoKqQAlnU43ZYApT1pgpAibc6PWHfkAWL08u1KpOIUaDq8ei03LkTRljIN1KoLWedV1Z+eZ7hEL8jT3W/vJ8WtMR8duBasevU0+oTXD/2kV6hq1ytKuaWvB6rn3bN96D6xw1n7q2JU+ytvkl/XKX8vn7nneZgD3ADgIoO+64Ifv+9c8z+u9/tgQgFfltdHrn9m6Pg/g8/zfBk/ejiABmrNZWHTCqEFbpUmqucsFTebRQ5GshUCmYt9tVN8yLj9rNYlB2j2oDv3fIiEujHg8jlKphFKp1PQ8EZ9F0yzM5eYCsuiR9dh5sWY1n9O/yZTKnGoNaD36LoUj21W0SZOcVwzaubG52PbGLFtUeOh7bE9900pX7R8L21fkyvrUtWLnWoWu9SVz4xMAp7BDodVzh5RvrQvJIkT2W/9W5aYZJQw8a7085plBU0WpFMZKD75H5WX5ygpimwVm5YK1NJTvbF1WZrBftEY4f6o42Z6uEy26Zq1XAFhzNyr/kJ6qMIJAqZUVdg1xjEH9suVtC3fP89IA/hzAb/i+v7iOSRD0xQ298H3/SwC+dL1unxOm6M6aXUpQRS+WkbgQyUz8zKKd62031Q+sbcfXogKI7ylzWYbTZ4SGTe/Rx+d5a2fJ8BkbPFLBaOtlsCuZTDqm7ezsxNLSkjPblT4ch/ZdxxKUqcANGcDabl8VdJ63mntt0Tp/yNSpVMrRiuiVY9D22I5uALJ5/Lprzwpc5R+6PIA1ocg5twjN3oHJ34pELV/axU066yYXFXBUTNbfre3axW9dBOouUt8x39U9GSoUrGJRZaKI0CJ/Psu5pyXMdUa+0brIsyrYlf+VVupi4/jC4bCbNwphPm/rscBNgQLHwrGr8uKcKw1brTXrQuRn+vl6QE3lFedUn9f+6typy1CftZaRLW9LuHueF8WqYP+K7/v/6/rHk57nDVxH7QMApq5/Pgpgg7w+DGD8Zm3ogJhvqql8Siyr1Uk46yvm33w+SKPqRNngFgVu0CQFLUCLFnRsuqj4fSwWg+d5TYcw6fi0TV2w2v94PI4777wT/f396O7uRnd3NwYHB+F5njOnz549i+9///vOz8xgoKZAcrGyH9Y1E4S6mSVBOqgy5ULUIBzNVds2gBsUBenJH9bD+VDfs86tCjmln/KXFQK6aFSAquDXubcLWPnLIjjS3Jr16iqzfWb9PPKAc6kWC90hdPlwVy/nl4V/q0uSMQi2xVRXPhuLxbCystI0hzq/zIW37ihVQGyb82zXixalp9ahWSQsrc5WsSDK1ss5oFXP+AEVE4vGothfjkPPELIKnetTlZ3lKV275CMba7SgK4iuWud65ab5NN5qDV8GcMr3/f+3fPUtAL98/e9fBvBN+fyznufFPc/bAmAHgEM3awe4MejEz9SnZgdEJtAovWo0mo+sO5FIuOetVqYiIWGVSaxm1olT7c0+sx8q1Pk30TX/5gK2desYyZgUqpz4oaEhfOxjH0NPTw/S6TS6urpQrVZx8uRJ9Pb2YteuXU2IjIE3bl4humf/mX1CAZpMJp2gobKkMODmITI2kbQqWmabkK4qTJgDrbTVeaGSUGWhisnyjhXGSj8rrIPQqyJ4W6xAt8DAzr32K5VKoa2t7QZ+0EVNlMqxWX8ws1XU1URBzlRPnkPC9ylYabkoKqSw5nzqOuOOSM9bDTbyXPdQKOR878oPFj2qUmYKqh7MFVTs56SRnX9tQ9vSepR/SF/m3rMdZitZQBW09lQprbc+1effStnoulArwXoStG3+aMD/7ZS3g9wfAvBLAI57nnf0+me/DeD3AHzD87xfAXAVwBPXB3/C87xvADiJ1UybX/dvkimjgyIK0QugVYPxGSUmP9Pv3ABlA4r6RonSddFe73+Tb1DrBm7M4VZkH4S8gwSXmvhEdgCcmyJIQ7M9zVZg386fP4+VlRW0tbUhHA6js7MTO3fuxNzcHA4ePIgXX3zRCWyLEIke6M/VhR8KhZoQpub/cj6U+ci0rFvP+LD+eOuHpdsnyIWk893W1ua+TyaT7igArVfNfF3A2ifSlv1Q89fOu0XUQRaaonBF3plMBr29vYhEIpidnXW7UFk/+6MCVZWHjkcFNN+nwubBZdyspJYYM0CA5nPEKXiDlDOVEjeAKfrW9WF5ikV5Q7N/1MWgNNS1Q9rZzBrbRitBbOujwlRFpO4+yw/AmsWjLkTLC/wdZDXqPPI5KmdasDrH2pbOrx2nfmcBji23xA7VUCjkUwgTiZTLZWf+Ac1+SNV4QRpSXSX8rShGc2KV0XRhqw9dhRSLCis7OepbY/s0xXRCyHD8m4jWtgWsnRSoOz9DoRDa29vR39/fNE4+n8/nMT093XQAlQa+1DxU05Pvc2HTbcRnmCbGeVGloD5FrZ9jsj5rFYjAmhtHlQzHmkgk8N73vhft7e1ob2/Hww8/jD/5kz/B66+/jqWlJTc+zoVVjHa+1GWgKN6+Z32qOgb9ztalO3dJK7UqKfgsgiRiVdQYCoWQzWYdjZl1w/co3ClseNAYUz11rKSB7m6mFcA7hHVzkp1vjoOuGaWvtY7YttLHulPt+0oPLUF00u90zilMSS91YalA5bu6Tsk//CwonkMa2viUrccCKQVJQX3X8QcBT2sV1mq1W3uHqhLCmuo2L1s3GOgEkRDWLw3ceKWd7/tNmzTIoBrl1wlQtKzEtkLqZkKBfdJ+65GeAJryiXUMdiEBq8qoWCxibGzM/U+6kIlo/agA1Xq1T5a5+Z4KMubwMhNHfb8aNGO9FCAWyVh6K/JXlxxpy8vA6/U6nn/+eWzcuBF33HEHcrkc3ve+96FcLmN2dhZjY2NuEw/bU8G0HqrXRU9rRi08VYLWD63ojia/bt4hPdPpNBqNhtuQNTMzgw0bNqC3t9fdp/vggw/i6aefxsLCAorFojsELZlMurtsaelwLHSbKO/omiDg4Ng4FlV4CqZIN54uyfnQ53VdWVeY8iFBB+lpwRfnJgiJB/2vwk95WXnMCl17c5T2Iagu5Z1WFoP6zW19WizQ0zr0GX6v/dZ3FSyR99Yrt4RwtwShRlQkqgKGPudWGlWZWgWHfk/CqauHi0UVRFDWjRJX3TTatu0Tn1FkxnHxDHTf911MYHFxsWnCNU1TJ1zTNam47IJvda6GIk0Ks2Qy6Rh6aWnJzYGiwkgk4nZvep7nUsp0watysGiDgsZuZbfoH1hLa81kMu7o2ra2NszOzuIrX/kKSqUSpqenkcvlMDw8jAcffBDhcBhXrlzBiRMnEAqFkEwmsby8jHB4dedooVBwgmbbtm2YmZlBb28vZmZmMDIy4nYYUpBzfrZs2YJf+qVfwosvvogDBw5gbm4O4XAY+Xwe3/nOd7CwsIBIJIK9e/e6/p46dQqzs7MOTPziL/4iNm3ahOeeew6bNm3C17/+dXzxi1/Ejh07sLy8jJdffhkHDhzA6Ogo3njjDWSzWfT19SEUCiGfzyMWizWluHZ3dzelXM7MzDhwBKDpADDlX2vZqHuMfN/qwDB9n/XadayClsJPfcYWGKm1w9gDLQfygIIEup34oxe8c01yX4Qqn1aCutVatc8rDVS+8B0FAtb6trRpVSfQfNQC69L3OR4bi9BySwh3AE2Tz8FTCJDRVECpr1TRrjKa+q+0TvqS1bS0fQFuDLQpGtG67OYcliAtrUhKP1P0TqWhi5E/XHxEuTTRSQ8ia0XteoOUImWriDgWXdgUGlQ+y8vLTTnC8XgcHR0dzi2iZnkikXBnv+gBVepaoOJgnzl+KjSeB//www/j9ddfx+TkJLZu3Yrt27e7DUR/+Zd/iXPnzuHy5cuIx+O477778PnPfx7f+ta3MDo6iieeeAJ/8Rd/Ac/z0NHRgStXrqCjowMdHR342Z/9WczNzWHjxo34wQ9+gG9+85soFovOIhkcHMS1a9cwPz+Pzs5O7Nq1C1u2bMHExAS2bNmCy5cvo9Fo4B3veAdGRkbQ1dWFT3/60/irv/orLC8vu4PSuDmmXl/dXXzlyhW88cYbKBQK+O53v4tTp07B933Mzc1h+/bt6O/vx7ve9S6Uy2WMjIxgbGwM5XLZ0YQAhJZAqVRCNBp1gUP68NXNRX6lovY8z+2SpYKYm5tzyoN8qPNj+dfzvKYdwyqogyw560cmD/IAtPvvvx/ZbBa+76NQKLh66LK0ColZPTMzMzh+/Li7KUotb0XxQcJQlVsrYa/KwaJrfce6bvnuespFFZfKQQVCfJZt3szfDtxCwp1+7Xq93pTrys+UeSioNPIM3JiWxs+UsXVyrPDXOvRZ7lDl5KuAbzQa7tYcMqNOuK1bA03qo9f/KeTVFaVBLCoxLvRcLofu7m709vair68PKysrmJ6expkzZ9ypgEoHi0q0fzynpaOjAwcOHGhydVDoUeAnEgn09/e7Pi0vL7u2MpkMfvu3fxuDg4P4j//xP7oz22OxGJaWllAsFh3td+3ahc2bN+O1115DPp9HqVRywrWzsxOf/vSnAQCPP/44/viP/xie52FiYgIdHR04e/YsOjo6kE6n0d7ejmQyicHBQQBAJpNBtVp1F3S0t7ejs7MTJ06cQKlUwuXLlzE6OoqPf/zjaGtrQ6lUQq1Ww+zsrKMX7xZlXOPFF19EoVDAD37wA/yDf/AP3G1PvMg7Go3iBz/4AS5fvoxarYb+/n7Mzc05ZPkHf/AHeOihh7B3715cu3bNKctDhw5hamoKiUQC4+Pj8DwPU1NTyGazTZuv6vU6hoaG3E1Qk5OT7qx5AA716i1aquzVpaGghPygQlGFjud5bieqdbmwKFKnD5/PkGeD+C4ej2P37t0AgPn5eSSTSTQaDZw6dQqFQgGlUqlpv4ZNhqCC4Tn/tDhZuFYU1LQCXkHFegWsrOHnusYUeat1r8Ja6azPa7GuZ67fm7lkgFtEuCsq1fMY1L0CNG8M4feKsjWQqYxkNStRijV1tE71FQPNbiE+r1kH9EfTzWJNNVU6GqzVjBk+p5F6BjNtZgoApFIp3HnnnbjnnnsQj8fx4IMP4uTJkxgYGECpVMJ//s//GSsrK+6KPMvYdmGS1tlsFhs3bsRP/dRP4c0338T4+LjzFwOrpmBfXx++8IUvYPv27ZiYmMCTTz6JQqHglO6mTZuwadMml5GRy+XwO7/zO4hEIvj93/99XLp0yZ2//s/+2T9z7q+pqSm3kDs6OrBv3z6HtgcHB11aHs9xL5fL6O7uxtLSkrt4o1Kp4Mknn8Tp06fR1taGP/zDP0Q+n0exWMSrr77qzhKJRCIYGxvDH/7hHyKVSqHRaCCbzSKfzzse6e7uxo4dOzA/P+944+d+7ufw8MMPIxaL4eWXX3b+3N7eXmQyGaRSKdx///1OydLVQMsqEom4C0ui0SgWFxdx9epVd9zv+Pi4m/NHHnkEmUwG+/fvdy6iaDSKhYUF9PT0OOVAy2/z5s1ob293wpTriXy2srLi+JVn1uvxGl1dXW5t8D3m2BPFk1+4FvQ4CPJ2tVp1rkVrLVoBdscddwBYveawVqthw4YNGB8fxyuvvHKD65S/Veno2kqlUkgmk01XNvr+2tED1hVkkbf+5nqwoE7fUxnB31qnddsEKQUtKsyDgKrWdbNySwh3dtqebRLEFJxYoPkiYjWBdOOGulA4War5tR1NhwuafFuPmmfMXgg6SMoytWbrEF3V63W0tbW5PPX9+/fjk5/8JP7gD/4AR48ebarf8zx3QBTrp/tlcnIS27Ztw/nz5zEzM9O0GYUCzaIW9o20i8Vi+Lmf+zns3bsX4+Pj7iKMcDiM/v5+bN++HYODg4hGo/jd3/1dPP744/jc5z6HsbExLC0tIRqNYvv27RgZGYHneXjiiSdcOt7U1BQ++clPYmJiAleuXEGtVnNH9g4NDeGTn/wkDh06hJ6eHpw/fx6vvPIKyuUytm3bhh/96EeIRqPYsWMHLl686JRNOp3Gfffdh3w+j+XlZZw+fRpTU1MOMYZCIXR0dKC/v98JVyp5dUOx7nvvvRf1+uplIdFoFIcOHcLo6CjC4TBSqRR+53d+B3v27MGbb76Jq1evolwuO/fJvn370NXVhUuXLiGRSODuu+/Gtm3bHH/SmnjjjTfczVI6F/ytaG/r1q04efIkqtUqNm3ahGQyiVdeeQUPPPAAHn/8cczPz6NarSKXyznLgSdkks/i8TgSiYTLW2fsirwTCoVcMkO9Xnfomfyurhe6fKwlqsJ3eXnZrWVrNbA0Gg3kcjkMDQ3hxIkTzm02MzPjXE/ke7atOfyklQY0fd/H0NAQRkdHm2IP2rYFhioD1D0SVIKEcRBY0rKedRAkpG19Cjw57reD3G+JVEjP83wKRS5IHYwKef2hICaDqnblwmWgMJvNupt1iEAYrIlEVm/5efjhh3H16lWcOXMGxWLRpRHazBU1j1gPszy6urqcK0QzBNRnqP52+kj7+/uxb98+bNq0CU8//TS2bduGz33uc/j3//7f49SpU05Yqdm3ZcsWDAwMuFvqN2/ejPvuuw+Tk5N4/vnn3X2dRIRcMNYE5O9yuQzP8xzyvPfee/Gtb30LtVoNP/3TP40tW7ag0WhgYWEBJ0+exMLCAl599VU0Gg186lOfQnd3N/7qr/7KbW6anZ1FT08P+vr6kEgkMDY2hu3btzuT/cyZMw6dLy0tYWlpCfl83gmESCSCe+65B+Pj4zh58iRmZmbchdULCwtNil6DihTgqVTK0YwBzUgk4jJruPGH8YBYLIa+vj6XN16v15HJZDA2NubQ+WOPPYYXX3wRxWLRHSVMvguFQti1axc6Ojrw2muvIRKJ4O6770Ymk8GVK1eQz+fR3t6OoaEhHD9+HAsLC03CnLzCPqtJby03jjOZTDohRlCztLTUJAwVpBBIWHDDfQ7xeNytJbbPNcLCv8lL6t7MZrPOTcLUSrq7aClQgVQqFWzcuNHdnhWPx/Hoo48CAB555BEcOnQI+Xwes7OzN1jvpInKilqthnQ6je7ubpw4cQLHjh1zY1ZFFYSAbYzLxviUVjpedd/yWY0dsm72XZWHdc+wPtZhg9baBvveaDRu7TtUQ5LnrkTh4Jl2BqwNmgytwlwnnto9lUph27ZtjkjxeNwtfgqQtrY29Pb2Yvv27Xjuuedw+PBh5HI5xGIxnD9/vmkHJ9CMAqLRKDo6OjA0NIShoSHs27cPzz77rOtTV1cX7rjjDkxNTeGZZ55xd5FSkHR2dgIAdu7ciZ/5mZ9xPt8/+7M/w9133+2EWjKZxJkzZzA/Pw8ALud7YWEBb731FlZWVpBOp+F5a1vVP/zhD+P8+fM4ffo0ksmk232q5jODMwyA0k1AZDs4OIjf/d3fRTqdxg9/+ENcunQJS0tLAIC5uTkcOXLE+YH379+PVCrlzo8hYqQybWtrw+joKFZWVjA2Noa2tjYMDQ0hFAqhVCrh2rVrOHfunPufVgAFXjwedwFA8gAFdCqVcm0UCgUnRHjBR61WQ7FYdFZhMpl0rgzGcDT4vLS05Ggai8VQKBQQiUTwy7/8yzh+/DiOHj3aJHApjDdu3IiOjg4cPXq0yf1GwUmlQX71/bVDtzQn3YIWVez8n3zJH01Z5IXdFjEHvc/vKLTZByJ6RYp6jIEiaaZ2cpz8XueFB5zx2Orx8XE0Gg1s2bIFqVQKpVIJ58+fx5YtW7Bjxw709vYimUzipZdeclckss+MM1jXUDwed3x2+fLlJmvb87ymS8ZZSGd+rhaJWg181rpxVLirBcNnNL6nypZtqTLPZDIOHGkdGnPT9uu3+k1MfX19+MxnPoO33noLY2NjuHLlijvrwpp7JLLd/GGPteXzZBoSk0FPVSQUfHv27HGBwcXFRfT19WHXrl146623bvDRNxqrucqPP/44PvrRjyKZTGJiYgKNRgO/8Ru/gW984xuYmZlBJBLBjh07kM/nsW/fPrftv7u7G6lUClNTq0fy7Nu3D1euXMHVq1eRSqXQ3t7ubivSLAlmQoRCIezcuRNHjx7F8vIyPM9zud0UzCdOnMDs7GxTgIdMwrTAxcVF1/79998P3/edAK7Vavjc5z4HAPje976Hubk5hEIhh8aXlpZw/Phx1Ot1zM/PIxQK4aGHHkI+n8ehQ4dw7do1F08Ih8MYGBjA/v37cfToUczMzGBiYgKxWAwvvfQSVlZWAMAJOe7s5Jzye55SmEwmnTIrFAqYn5/H0tKSW+SJRMIJzsXFRacckslkE/9QkNI1w5uNADgUS39tqVTC888/j3379mHjxo3Of61HSCwvLzvFRt8+4wOlUumGIwZ4LLEqZY0XeZ7nlJC69bgW6FohT1IAqFtR026Vjyn8FVFSsNEnr7EgCk8WFfwMpqvloa4DotdEIoFkMon3vOc9eO9734uRkREsLi5iZWUFxWIR2WwWKysrGB4exosvvojXXnsN8/PzN7hH+b8KSz3yGIBzP7GPnBOlgVoZqVTKCXUdi43j2TmiIuRn5AUKdT3Bk7JH31HLgr/txqigGMPNyi0h3NPpNLZv345nn30WpVIJ7e3tDilxERCpcUEBwUeDKpOGQiEUCgV3WbLVuqoIzp8/j+PHj6NSqaC9vd0J+o985CP4T//pP2FsbKwJBUWjUfT29qKtrQ3Xrl1zAujpp5/GBz7wASwuLuKuu+7Chg0bnC84Fou5m+g9z8P8/Dx830dvby96enqQy+VQr9eRzWZRr9dx+PBhnD9/HrVaDXNzc000CYVC+KM/+qOmTSaKwmu1Gk6fPu1Magar77rrLtxzzz3IZrOoVCouV3xgYACvvvoqOjs7nfslEong6tWr6OzsxJ/+6Z8iFAq5udq3bx+y2Sx+/dd/HQcPHsSBAwewa9cuXLlyBS+99BLGxsaQy+XQ09ODmZkZzMzMOGFQKBTQ3t7ukPGePXswMjLiAoacIwrOdDqN/v5+5+utVCpYWFjA5OSkU+Ce5yGbzTohSkEfjUZduiAXLC1BLsx4PO6QOi1C7oKdn59vyuyZmZlxZv/MzIxrnz7tbdu24dKlSwDWLuBOpVKOb1dWVpzwp1CnS49BXfaTsRwGB8l3iUTC8S0Fj6Ypqk+aMRoNMFKZqZtK67OAiohe0aQKVlpm7JcVVioUeUTGwsICrl69irNnz6JUKiGdTmNxcRHz8/MYGBjA1772NRw6dMjNOWmmmTqaDaSCj4K8o6MDbW1tDvwo8LFWDpUc6W83XakiUzlD0EWLTBUwhTnPkaLVk8lk0N/fj8XFRece5DgYMFelpXUBuAH0tiq3hFsmm83627Ztw9jYGOLxOIaHh9He3u6Qam9vL+68804cPHgQL7/8MqrVKubn55tOU1R3jC4S1Yyq+Tk5FIbRaBQ9PT1YWVnBQw89hM997nP4D//hP7i82XPnzrmMiVgshkceeQSPPvqoY7pyuYxMJoN4PI7R0VEcP34cH//4x51p+e/+3b/DyMiIO0aAwsf3fezYsQMf/vCHMTU15TbUfPe738XExIRDXaVSyeVmd3d3o62tDbVaDS+//LJj2KWlJTQaDbS1teH+++9HPp/HiRMnUK/X3VECjzzyCDo6OlAoFJBMJpHP55HJZBCNRnHhwgW0t7ejq6vLZaRs3LgRr776Kt58801EIhFks1nceeed2Lp1K5aWlrB9+3ZEo1FMT08DWLWgnnvuOeTzeQCr93zSB9zd3Y0DBw7g1KlTSCQSiMVi2LRpEwqFAk6ePAlgNZUvm80im80iElm9YWlhYQFzc3NYWlpy2+yptJgBQsFFdKmBY46f7h69HJt3fbJwYb/jHe9AsVjEmTNnmnbjanBS8665CCkAtE6mLdIKU6BB5aLxI22LfmUCCyJ/e8aQIkO+y7+tr9bWzb7RWlaBoplcilZZ+ByFkfqrKSC5LqPRKFKpFHbv3g3f93H48GEXQxkcHEQoFMKlS5ccn42PjzueVsRq0atuOtT+ZTIZ5HI5zMzMuHHzGTtnrJcKg/WS5hy/ZuDwRxNAaIGxDesSi0QiaG9vRyaTwfT0NIrFYtPJqXQDzs3NNckplV+k8XVX463tlllZWcHU1BTa2toAwJ1WSKSwbds23H///VheXsb8/DzS6TQymQzC4fAN14olEgm0t7ejra0NExMTTQKcC56LM51OO/Td1taGTCaDZ599FidOnMBv//ZvY25uDjMzM+js7ERPT48LgMViMXz4wx9Gb28vpqenXQ742bNn8Y/+0T/CoUOHcP78efzX//pf0d7ejkZjNWd38+bN+Kf/9J/iy1/+Mubn552Zznzo7du3o1wuu7Q9Mvb+/fvdxpZz585henoaV65cwY4dO1yqnOd5GB0dRaVSQU9PjzP53/e+97k4Az9bXFxEpVJBIpFAd3e3Y+ahoSFUKhVcvHgRlUoFH/7whwGs5h5v377d0bhareLNN9/Ejh070N/f74Ksx44dQzKZxM6dO9HZ2ekO9SLT9/b2Ynh42G2UYf55PB5HT0+PCyyHQiFcuHABFy9edKiWwoFZHHQnUfjQH89FSPebXqjNs1b4P911wBpijcfjuPvuuzExMYHZ2dkbguAU/jz8if3TRW2R5Pz8PNra2pwQpytAzX/6qym47eUXGrxUXzMXvKJY3ZehFq1mChH5kbYAmpShonkVpOyLBguphCmomBnF8dECYWA1lUrhypUrbrMSx7WwsOAQMNcGFZEqPfIggQ9dcerC4DhCoZBz61ilR54iDUhrtepJG37PHdwa5yB9ic4zmUyTcLc8VigUUCgUnEVC5RqNRp2VyPdsfIyBdN6QVSwWW8rVWwK5JxIJn0fLchBchNVqFcPDw9i1axdef/11dHd3Y3R01D2XSqVcdgqJv3//frfw1OcGwG3w6OzsxOLiIt773vdiamrK/Zw8eRLhcNjlbPMCjEajgampKTcJv/Ebv4ENGzbg+9//PiqVCvbt24e+vj6cO3cOf/Znf4ZSqYRsNouuri7HKFu2bME73/lOfP3rX8fly5dRrVYRjUaRy+Vcutz09DRKpRJGR0edQnrkkUcwMzODixcvNqGQwcFBPPTQQxgdHUUsFsPWrVudsEilUjhz5gyGh4edGUxmYMCxWCw6f6duEvE8D5/4xCfwhS98AefOnXPKAFg7/4fpcs8++yxGR0fx3ve+FwMDA46h7cYbPXcFWHWD3XnnnW57PjdFnTp1Cps2bUJnZydefPHFplQ6uiV4AxCzRYC19DsKMQoGCkL2i75dFcBc+LQUOzs7XRqpXby1Ws35nSm8mPut7hRb+D6tpHK57CwO0ohWoabTktakHQWdtUotiGG9pIX2ywYEKbBVgFqUrAhf4156J0G1Wm06SVJRLpVSJBLBgw8+iHPnzjlhxXVbKBSaYkIcN/mIm6ioeKwwz2QyTcHScDiM3t5ejI2NNV3somPjWMkPVL5KH7V61OXF59WXToVp69egqI0XaiGvaUxAaUhwQfQ+Pz9/ayN3ajD645iL29HRgd7eXnz84x9HOp3Gli1b8Prrr6NWW70kmQPt6+vD6OgoUqkUPvGJT2BkZASXLl1yRGfAi9kgvb29OHDgAKanp7Fv3z6USiXMz8/j61//uvMDE3EvLCwgk8k4c4rK4Wtf+5qrjwg1Go2iUCjg/vvvd35ioqhUKoV8Po+XX37ZBSGZKlYulzE9Pe2UUK1WQ3d3N5LJpPPRjo6OIpfLYcOGDcjlckin027TDtMLeU778vIy5ubmMDIygjfffBPVatUJKl3kZHZgLWOA6Xu/9mu/hjNnzrgjatlfIjRudvr5n/95x2gXLlzA7OysW5REGGRy+vKZ3z06OoqdO3fi8OHDuHTpEvr7+/Hoo48imUzi/PnzbjdkOLx6yxSZPRRaPQ2zXl89OK1UKrm4Al1yFDYarFxeXr4h1VAFGtMgFxYWmmIZKhSVdhrfAYIPurIxoWKx6GIEmUwGKysrTRlM9pxvKjMqSC5+xhOoUHRu+T4AByD4HADnI1aES15gvYxL6Bi4EYtWAjOQVPmRlnSBeZ7ngtscd1tbm7MO8vk8wuEwhoaGnBxYWFhoyhgijzJ+YueCblXeMUBaJxIJbNy4sSnjiGmueiYNrQu1IlQJsCgg0P9Z7PhpOdBKUCWwXj2W31TZUPC/nTz3W0K4x+Nx3HPPPchkMmhvb8fWrVsBALlczp1DHo/HUSwWcfjw4SYzXHf/cdHTd060qRMOABMTE/jOd76DpaUll63y2muvYWRkBMlkErOzsw7JMhh1xx134EMf+pAjam9vr8vl7u3txfnz51EoFLBp0ya3tX1ychJvvfWWuyW+s7MTd911Fzo6OnDPPfdgaWkJ165dw549e1zmR7FYxOnTp7FhwwZ0dXXh+PHjCIVC+NCHPuSyOfL5PK5everywhlE1IOSNNiiTKFoQP2x8XjcKQxu0JmamsKhQ4cwOTnpFBjTBpnadu+996K3txc/+MEPsLy8jHw+35RlQOHCA7+6u7uxdetWpzjL5TLOnTvnFtsrr7yC6elphMNht5Cr1aq7qJqIl247Rdye57nMGG6/1wVMVEU+oMKiL7hUKjkrRV0xXJy02ujrV/+sLlh1hdg8daZZEsRQaZFX9Ux/CnS6PniWDlE0AOdWoFVB4aSCRU190oqKk/EJYM3y0Dx/AI5GHJMGNfVAOQp8ZhxRaPJoAPETO4uCFh6RNS1ljk15FkCTG1aFo1oqRMuMdVy6dMn1lZZRMplELpdrOh2W1gUVD+Mj/KxV/M4KZtJfg8r2OWsVWCVBmpJ/9H3lufXKLSHcgTXfKc8HqVar6OvrQ39/P/7wD/8Qvu/jzTffdJc/A6uD3Lx5s0vZKpVKeOqpp9ymEebE8ln1gZFwp0+fdimBNPls0IiL/dKlSzh06BCq1aqLDywtLbnDsTSq7vu+E2rJZBLJZBJ9fX2o1WouXkAFRf8wt5WXSiWcO3cOly5dwuzsrDuXRU1j20cr0PVzMhBzn9VtQT+s7/vOgnnppZfw6quvOqHOhUMzXH2DxWLR0VsXCQUfF0ksFkOxWMTU1BTOnz/ftFGJyoLZJ+3t7W6czEao1WoYHR1tEnb0sRO1Mp5Cny0XproSbFZJV1cXenp6cO3aNWfhKK+owCbdudkrCLWpi4MuB9JCA3Gcq1wu53iRfKbzqEKFiJ3pfLT6OB4KWs6BBpnJl5YmVFj0FaurCFgTVqSLjlEFDxUB32U/2Rddd7S0yuUyenp63DgZO8rlck1K0bpUqPg0xqBuHK497i8B0KRYVPmS95UnyHM8t4kKlGMhDZm9RwWla5M8oWtU/7YgzFoF+rx+ruv5ZuWWEO7Mk56fn8eZM2eatkkvLy87PzhNbc2dHhkZQS6Xw969e5HP590JelxYSiBdNEQZXKh8plKpOJ+q+tTm5+cxPDwMYJXoNCeBVcZh3nU6nXZ56plMBplMxpmlpVIJb731FvL5PI4dO+Z83ZcuXXLC2/psVchoYCXIZ6f9JX1IR/X1USioOUp/djgcdopO74wk7fTWH99fDRZyqzufDTolkIvPCspKpeLufq1UKhgcHHTnsQNwbhdFipp/ru45rZ/zyj5YM5ZxiYGBAXR2dmJsbMztE+Ac87f+8DNV4lbZcp50vvg5fxNtzs3NNc0brQJFx9qWpgWqb1vRK+nN8++tb14FBC1c0o0uHB0PYwqKSDVFMQh18nn+sD/0z0ciEYyOjmL37t3Yu3cvIpEIDh8+jGvXrgEAHnroIQwODrrgdSQSwczMjJvjqakpvPTSS0gmk/j4xz/ufPZvvvkmzp0754AD91oEuTfoTuT8aRDbFq4Negoo/Ds6Ohxfcp64lkulUpPg54/yi3XzsQ51rVl+VL5cr9xUuHuelwDwPID49ef/zPf9/8PzvE4AXwewGcBlAD/r+/789Xf+FYBfAVAH8EXf97+/XhuVSsUFWJiOxQGQEBq4UWbPZDJ4z3veg7m5OXR3d7sMCw1kMBClCyHIpxYKhZzpq0qByCuRSGDTpk0uHsBDonSCiP4KhYI7LZBBS5rZijCCJiuIuaxyUpRBJM7zUeirpQ+XG0z4w/fojiBjJhIJFItFt4g4FxSc/IzMrH3n98w2UAGuN+JoxhLPWM/lchgfH4fv+2638JEjR5ySYCyAbdI0p2VE1xkAt1iJyEgr8oOa+uFwGDMzM02WBMejiokKlqCC1gawdo2j9eXbRWoDd6xPv0+n0+7qQCo3FZTKl7rfgcJXlYIqAUWdmqapyNXzVvdpkLZcgxxnOp12bivS1Apx0o6fk05sn3NULpexe/duF3fgs8BqZhbTYTmfnOOOjg6HsKkwCKoY8+ro6GgaN92BajnZvnKM+p1ae0o7+vUVdHGeLJghCOFhdzZl01qYuheB8orFyqqbuWSAt4fcywDe6/v+kud5UQAvep73XQCfAvCM7/u/53nebwH4LQC/6XnenQA+C2APgEEAT3ued4d/k3tUFd0p8fkdv+/u7kZnZydKpRLy+Tw2bdqEkZERnDp1Cvfdd59DHnyHQgxoPgtDI9YUHLwoA1hDX4qqSqWSu1RhYWGhaXcdtbMKUWDNJA0yuXSx2+/VJ6eCXGmVTCYdA9JdQbSgSJXnqmezWTeWUGh1a3g2m0VHR4fLTJqbm3M5tnoJB/ti+8W6dLu7+hEpkCiISRPNgKjX6y7vv1qturRI+t1Zr25wYj00j9WVoLSkMNAMEioXYPUIBbszVOdIx6+CgEpO/dJ8lwpG66D7iPWpsCdvet7qblYqXVolFCSsgwieypTvqxLTQCvnh3OkiJp9skiStOLchcPhpnWlSo7ryW6+ssqLSnp2dhZbtmzBgQMHXN9qtdXTIEOhEBYXF/HCCy+4fjAeoWuJwrxSqeC73/2u45PFxUV0dna68f7Mz/yMcweePHkSY2NjTW4kzoUqdl3zdj1qUfmkGWF8lqnMqgTUFUr0z3WooEFdgEwj1cwxnb9W5abC3V8dwdL1f6PXf3wAnwDw2PXP/xjAjwH85vXPv+b7fhnAJc/zzgO4H8Arrdqg7zMajbrdnH19fc7k4caGRx55BMPDwyiVSmhra8OPf/xjDAwM4Ny5c1hZWUEikUAqlXLonMTXoFNbW5tDPSQ2kV4oFHKuEmDNT0eGfeaZZ5rMuCDC6kJR7a7PtvKfcQFwEfJcFmDNR0chx92OiigpPPkuz5nnAkomk2hvb3eBaPrYT58+7QKhGzdubMoqYQCRY6KCpGtGUZua4HrWR61WcxuZLK0ajYY7j52Lge4BFcBUEsyo4gJX5aJKQ10Q1u+s7g3Wq4hWMzV0LlV4qotF3X9WaKuSUTeNomdaHtww19PTg127duHq1asu1560ZlFrkeNRwUsaqQuJtFFUq75521+2QWSpPKsxA2BVuU1PT7ubogieyL/AWvxgenoa3//+9928MTttYGAAW7dubbqMhMFNtbYsqFDAokCJNGWMLplMukwdjoUJG6lUyrlQQ6HVjB2esaRj0ECzxmaUdvZvO/90J+pR3LSWOG7KAq5jxiG4rjifJ06cQKvytnzunueFAbwBYDuA/+z7/kHP8/p83792vXPXPM/rvf74EIBX5fXR65/ZOj8P4PPAqsn30Y9+FJVKBYVCAUePHsWePXsAoGnyOzs7cfr0aXfOyAMPPICZmRksLi4im81ibm7OCW9qRzURAbggCBczBbiiGUUviujUROekmDHdgPz0OxZOEiePJhwZV10gvOEIaD4nmgzATTo6XgYbu7q6XMZJpVLB0tISJicnMTU15XytDMQ1Gmvn8GiAkv3VoJKiSAoKDVIBN94vaQWe0qNSqaCzs9PlrNPs5fEMyWTSHclABEMrSQXeeqZqo7F6NvvOnTtx7Ngxl22jylrdDNYs1sJxU3HZ2IW2qTRhUauQ9LTPdnV1YWpqyh1dQAFFAae8ZRURsJbhojyjcwGs7TnQIDABhPZL0aTWQ4uJrodsNuvcN3rkrvXDs14K7uXlZUxPT+Py5cuOH7k+KLwJsmjNWBpynaoyV8Gs7XIMLMyqWlxcbIp9JBIJlMtlh6o9z2s6tVTbVZmgskLXA5+3ckL5T/kxFAq5E10VNKrbdb3ytoT7dZfK3Z7ndQB4yvO8ves8HrTCbvD8+77/JQBfAlaPH7h27Zo7N+PRRx91h0FdvnwZ9913H5aWltzOLmraiYkJpFIpd3HCysqKM+EpHPVva9JYZBbQx3X/v2Hgwmj8m8hX84c155XCgdewacCFi0LNatYHrCmJbDaLXC7nzlyv1+tYWFjAtWvXMDs764QDFyoXMw9KUmbVYDL7t7Ky4haJLlKgWYhbAanChs+yDv1bEXuj0cDs7KxbaNzVubi42CQUOBZVLBR8bN8q1LvuuguDg4M4cuRI0zkr1tpiv6wyU0TFdziXNqtF69RdobYdS6dwePVO1ueff97FTLjPgjcMKR1UAdvvVAnxb01R1A1Uin5tqqd1lSp65w7JpaUlF7ehO499sspcM5bYJgW37/sO0apLks8q3XQ9W4XF+lUw8l0qddJd3TLcCOd5a6mTShO1VnmFooISnl6pc6PrxRZ1/+i6UIWs88q6dAdxq/LXypbxfT/ved6PAXwIwKTneQPXUfsAgKnrj40C2CCvDQMYX6/ecrmMo0ePOm2ZSCTQ2dnpIuWLi4tuA9Edd9zhNupMTEw4gU83BRlEF5q6SFppWDPOt0UP9aPRl8bfFMKWGTXjRxEXsOY35bvJZNIFkyjQY7EYuru70d7e7vycy8vLGBsbw8LCgstHV2QRi8Xc4VlcELojVQ8Xox9f+6WuFysINWVNaWItGF3kijyJfFZWVpwPlRYNg9PA2rZ/tt0KXROt8VlFTlNTU+76OzvvKtS1/4o8VYDq3zo2FX7Ke+p7Vrratil02Uc+F4vFkMvlXHBcecu2Ya1LnjtPcEBhxvlXJafKC1hD9RTw+o6lHQDnH25FP86F7hympcCxqtLWzVfqk2Z9FKwaY9D+KH9TYTF7jXxNF44qX9/3nfuER1wTZKklS3oweMpEAV5WwvfselBBzf+DFKEqpaA5V9rZctPjBzzP6wFQvS7YkwB+AOD/BPAogFl/LaDa6fv+v/Q8bw+Ar2LVzz4I4BkAO/x1AqqdnZ3+pz71KYTDYeeayefzuHbtGqampprMMCuY3o4gVoLZd6yJFPSuTo4uAAZE1FdGxmcgSN0+VijyPXUjUSgRrQFAT0+P8xXyEC0icvojKQyIdBVRK9OwT5ptwffj8Tj6+/vdpc9BqNIqQovclUZadNFQuHDRdXV1uYPiLl++jIceegiHDh1quuSB7QNrC4JtqgDXepk1xe+4eYd+5qD+qnBWIUzri22rolFkxXdskI71qJvD8p26Pyyts9msC/hz4xqVvu5qtX1SYc/6KZiYoaGCXftnhQrRrq4BbU9dHtoX1svPyXc86oHHYegOXFXOqsy1D+yj1kceYd80AG0FKPtFhadjVHcbFRvXI9vVsRFEse9sQzdoqYWp7/FvC0rJC7ZNXQe1Wu1/6/iBAQB/7K363UMAvuH7/rc9z3sFwDc8z/sVAFcBPHGdYU94nvcNACcB1AD8+nqCHVjNtf3hD3+I5eVlh2yt/9uau63MnKDydpE4cGOwU90p6gtU7a4XQwRZBsAaKieqV4biYuZpiOl0GtVq1eWPnzt3rulI2iA0qNvzqQBZlNlophMhWsStgpOf2yh+K7op7SwCVp+u0pf5wLFYzJ1/z0woNU0pHADcIBxJP/KFZs5w/nTjiQqaICXEOqm0NBDG9lvxId8nklRXgvadfWM71o2k/moKFYIGngiq2TTqNlJkrvOvwINCjUcRMNuK9en649oj/1tlSnCgAsuuXQsU+BndkRapW7cfx2+tNW1HlQqFPZUD+62xNq1X1wfbZfo1FYSCKB0T+8Wb3liHxtYsQORaYLCUpV5fPeWUWXiqnK0SvZkMvCUODvM8z5e/AawhKP29zvvu71bPBQke/Y4TQb+/ph5yAunuULeKojPNUmCdPH9G0xiB1YnPZDLo6elxOw4LhQLm5uYwPz/vLniw5q8iGqIECixFqnxWhR6AplMarfslFouhv7/fXdBM1xDbUOXFMVuGszRWWgBwio3+yUgk4rJl5ufn0d3djZ6eHrz22muuPaWxXexsV32tivx4iiSFs+/7TS6BIH6gKwyAU6Y6r5w/FTQqnFXYqEBSgEKFpK5DfVf7p3sWKBB4FAMzmxTNsR7W3QoF8n8CjqAd0KqMOGbNHmEfOT4bM2JR14r20So/FqWZWruqVJXe+sPPNY6giFfdPlaB6RywPa5d6/Yib6iQ1/XK+sgDKuTZh3q97i715tk7ALCwsOAyzHhiLYCmo1EAoFwu39oHh2nRyfnbLJwUbiawQU6dCD1kSn2TOrkAmiZMs1/0vA26CRKJhNv4FI/Hkc/nMT8/j4sXLzYddUqGU2FgU9vITEwF5P96RCoZT29910AuET7HkUql0NfXh1wuh4WFBed7L5fL7rQ+vqf0ZN0satXYeQXQtKM0l8vB81YzEHhwWi6XazKFNf2QykuFsrqD1MdtC/3AqtRs4aLTXH39TmMFrdyCVhnxf21XhayNP6hrRJ/nXIXDqzu1c7kcent73SUuDATaQ8YURVtXHcdIHz/TZcnz5C91FxD1slg+UOHHObHIUwWcKh6li37PdRcOh13siIFLO5+2ffZZ50VdJ9onKlIKbvZDFYC2oUkG2ne2Y5UH3aHkbbW0KcgbjUbT/c68opBZSCq7mEHVqtxywh0I3mrbqgQhLxVgND01rYp1qg9fNx9Z7asCVn17GohU5Ox5HtLpNDo6OtDV1QXf97G4uIi5uTlcvny56SxwzR9mvzzPcxkHZEpVLmpSUrGQufRsHEXoyoB8Nx6Po7u7G11dXS4NcuPGjZiamnIIYXh4GA8++CCWlpbw2muvoVAoIJ1O4yMf+UjT9nfd+WvPmVZBxUtC3nzzTXcFILM5OB/333+/S4lVv7pddFbYep6Hzs5O5HI5XL16tcmdwvp1MSv/qBBRBaE8qO4cpb8VTEEuBVtYl/WzRyKRG1wTVIbsZ7VaxdDQEAYHB3Hp0iXnhqJ7xSJM5QXtM90V5A3un9B9FrQe1WLRwCX7pMCBCkatbgpCWoHaJ3Wt2HnQwv8zmQyq1dXjhROJBJaXl5sOFLOZW6pMlKZWsKt1pHOnAl75jfyjlox1uxF0Wf5R/mN9rF8vIQJWUTytSco08r7ejmXLLSnc327RSVOBy5xxThDNTQbobORfUY1OrCoEzSWnACMTRiIRdHZ2IpvNurzk2dlZl53BzSlkCIuCKfzUt8p+q6+Zlgc3Wqg7RhEsXRQ2AyAcDrvDkDo6OpqOx+UFGnfeeae7RMPzPOzYsQPbtm1DKpXC1atX3cFLc3NzTTnYmnaqJ1QCzX58npDJA5cUQfGGqomJCQwNDWF0dNRlQim9ALgccxbfX02Pfeihh5DJZNwVfAzUqSuARYVfkO9bBY59Vz9T5aXuiEZj7Uo32y6/1z60Qp/WFQUAx44dQyQSwfDwMMbHx90WfPqwVXDZtD8V7uoqouDW933fd2iWNFRhxqLCTwObahHrhkAKJwVS2kaQsvQ8z13kw7REHrxGQMVMFaW5WlB2Hmy2lyoGVWhqIXAdKg3V/aa0s9a+CmlrCSl/q3LSHdjsvwKbVuWWEu5q8iuja1EEzbRJu61d3SqWWXTxqnlPBMOgJ+sl8Wk6hcOrJ1f29vYim826ExLn5+ed8NMNNmqWAmsmIQB3iQL7pHcp6niJ4skQGnDWcQBrC0Qzbxi06ezsdEKA54SI785ZHt3d3Q5Vh0KrxyifPn0aExMTAFYP83rmmWcCTWD2QedRGVX7qmePeJ6HLVu24IMf/CBWVlZw+PBhJJNJp5BJOxWIesgVAAwMDKCjowPf/va33Zkd+j3bVzNehTJ5QN1j5IFweG1fgMYx1LQGmoN6pIXlZcsT+nepVGoSIkpDCkq6y15//XWEQqtn0oRCIXf2yvLyslOIFDpB8QH6ndmW8pO6YUgHnh5JWulY1eWhdap1QiSr9LfCVPlYUbD2hWV+fh4LCwtu/fLYimKxiHg8joGBAQe0VLizX6xXLWIrMPV7y79qlZCHrQtOFaHtg8oxYO3YCgUcyrf6t/JVq3LLBVSBNebX9EBFrETPjCyrW8VqfCW+5uuGQiFneurtN1QODDxypyeP/qTfa3JyEsvLy+4WIdXW+mMtASA4EKmIxvoiOdHqw1M0Z5nA8zy3q7Ovr88F32ZnZ91zvu+7q+7oHgqFQnj00UdRq9Vw8OBBAHCHWc3NzTnT17ou2K6Z06b/baCZexqy2SyGh4exY8cO9PT04LnnnsPJkyebkD+RI7B2K48GxDRQRRcPM5is4rECxAoV+6xahppeqTRQN0UQCtd+agaN+uZ1TNaNRgFhF7QCk3vuuQfxeBynTp1CJBJxZ+XrGlAkyHZUCbGo4GZ/VUixLtbBtajuG+V7bVvpw7rVgrYWhv1cx66fUS6wvlwuh3379mFmZgYjIyNNfaX7yZYgAarxD/ZflbryNHlH1yeBgKJzpUc4HHauIBZ9X60NtcBEAbQMqN4ywp2H9HPRMyhJJqBJr5sVVMupYFQEqciQ2SvMBVekz8XX3t7uNgnxDPLZ2Vnk83m3k1Kj5Gryqx9NNxzwt+YUs39UMPbMChUOoVAIPT097uYaFfJshz+ZTAa9vb0OzS0sLLibhbQPmtXAd2OxGO655x488MADOHHihDtUS3N+dTxcTFxYVJJUyvybVpAqLj26d35+Hm+99RbOnz/vLtvQuVXBotk+ioQJAuLxuFNYqkQ5XxoE06KuLxWufI47n/mMLnz9W+dPBY+dd9t+kLLUfgShfP5PEEL02d7e7nYW6/n0qpS0vypcybs6dn1OP6PC013fSke7LnQuFRFbMMR3uW41xsR6dPxKZ6Ulfd2UK5xDRcbqYtX1oMI1SPnrc2w7yFWnwEuf1T5oG3xXwR7ppBlhIhNvbeEei8X8oaGhpnOpqV2VsZUpLbOqCUdCMEtFBbkGnHjzU0dHh9skVCwWMTc3h3w+7/zCygjAjSiQE6mRbD1sidkXikqAZl+e+tU42RTcmUwGe/fuxfT0NM6fP9/UD2adcCNQo9FwO+ooKLnQdQHawDFpFovFsH37dmzYsKEpBc/2Td0QjO4ToZD5OG62T5ro8ab2ghQ177moNUdeFTeROukfCoXcWfW66PVvCheiJf6oRaAmtratwV3LB/qZXfzWxFZhpMJW+Yl8TmSn/Ka00P/ZNx5JwWCjxh0UgCh91PJQAWvXGYUNn+fVhuHw2omk+j1dOiqkretR17byI39b96YFGTbdVxWlWvmkJ2+jokfA9/2me4R1bkkDupT4Geuze0CUlrYv6iKzlgzrsFk67LPlH/JosVi8tYV7OBz2aU4DzciVxLGpS8p0mhGjgRo1v+LxeBMqp9+SgtyiPRU2QQFQRcws2jcyCl0Kqnz4vwqzIIZX3yv9nZzsdDqNvr4+d578wsKCs0KIjJnOpht4qDCv0z3QCuCBU2RcInf2ne+yHaDZZFSBpu+ShmqRqYBVpKfMr7RVIci5ZgoqBbvWY10sVFjcIMJFq0hR29T+6OYonU/lDaD5UCpFc/qcVTwW6SvKswFSfY/zp0iRtOEOat9fzcDgrlbOF8eltNc5UtqpgGU/aAWST3gKqSYC8MIXnXfldVXMKgStsNZsHFWewJoAV3poP61f31qrpBEFs71UPUgRBSkZrh8CB64FC0qsRaTtWN7X74L6tN4O1VtCuHue56tmtKlFFh2rj5yTaTfypFIp5HI5d5m07/vuztHZ2VmX4qVCyCJyTjYLUbkeHKW7PNVstwKI3+vkqkAgE6og5Lu+vxoU5cmY3NE2Pz+PxcVFVKtVZ7Jxx6e6r4JQJ9Ds+ydi5SJm+h3r0H5rDEMRtjKhKkfOXVDQzSJhjln7yX6o0OV4idx17FxcGjBUHy4RPuvm4lNlpkUVANvX+AnfJQ1ID9arGRkWsVnBqsJZeUn984rsbV3sG8edSqXcjmfSkDRSPtC5ZXtsU8evwlGL8hFdIGoRcW1qgFXXh86BAg4FFdaiUBpwbi09rMJQXmC/OG6CNv4fi8Vu2NWsyoJjsCDAon4Fafq8pZ9+vp4CUFR/ywv3UCjkEwEq09Bvq+ea+77ftF2ahNu1axc++9nPYn5+Hq+88gpKpZLzNy8sLDSdCqkLlXUGEVP/5gTbbcxaDwWeMqtOmmpmRexsi0zNBeJ5q+ldPT09TqAXCgW3sYgMRxeHLljWzTFZ5qGiJIJjaqEiatahwlbnQgUAsKbcNC2M6FiRrzKq7ga1wl6PDrDvcu6TyaTbq0CaW7So86z0YH2K9FgUeTUaDZf6ps/rWMkjNotEhbuiXxWcKkyt0LLCXa0im6Gh86q85Xmr95JSwNLdaBGw0iBIkNt1o+g4SDgxmw1A0/rT7Ce7PkgTjkOFsnWL6ryqZWMVuoKbICGr47SCmnxGoECBz3UStL41A84KfLbH51VOqBKgkmbfFXgqACqVSrf+DlU9GpdojMzAvFYA7oTDzs5OdwRqT0+PC5asrKzgjTfeaDqHRRGX+s5JIEWhQcKZQpSKhcWakxRgVmEqkte27XcU6tlsFoODg+jo6HBjmp6ediiiXq83+Tc1hcrWqUwfxCTqdyRSUkXj+2s7X8ngNO91LNbFoilhnrd2fKoi26BUPApu9pEmsgbLqTDoytMT+OyiYj1qSdCXHoRCtT8ch12wivZYB/kjKPNDBaWiPtJOlZrypL5LV5kVXORDFWzWQqKPuaurC/Pz80gmky6bxgpk22elkaWTCi6bd00LgXcG0C+vOzSpsHWsioyt0lVlpnysNFULR4WoReuqoMlbCrjUcuB80KrjpR9tbW3wfR9zc3NYWFhoAgNWgBNIBfXF0paFu4YtL6tcWq/cEsg9Fov53d3dbsL543meuyOxp6fH5ZVXKhXk83lnQvHeT0603chhtbIKIXWz2KwQoNnnq4hRFyXrJMFtO0E01sli7nx3dzc6OjoQDq9eUs2gLtG5jkkDw+yfXZAasFXfLM8m0evrADSZ7upuUoWn6IeL2rorVECyH7qAVDCo+0cFO9B8SmJHRwf6+vowPT3tcsFJJ1UA7If2lXWpa8oiehVUdgEqD+h8ajaHutA4Dm0vSIhbwamCSttmlhfBhbo6ODYVkFZBdnZ2YnBwEJFIpGlT2MzMTFOgXXkpqJ9sUwWYXgiiNKMvXgUxFbymlOqaY1s2xsW/VWlZAGLbYn81NqauuaBTQe34rTuSbptUKuWOEqnVapifn0epVHIXgM/Pz9+ggEgTy5NqaVikb9G+HZPv+7d+tkw4HPaZcZHJZNDR0YGOjg5ks1n4/moke2ZmxqX02XQm4EaTUX17JBgFqQpA6zqhtaDPK8OyLbvggRvT63TiWLjweNB/R0cHOjs73WUj8/PzTSdAAmhCutcn1NUN3LjIyRyK6OgH5emR5XLZmecMgrEuRetKZ0U3Fl1ZN4NFgCqs6N6yis+mvOmYt27diq1bt7q4yfz8PGZnZ52JrIvD8oQV0tquddFof7Qu5RlaJbp5jr9t+xyPKl7Sy7pwlEc05sC2CGzUJRgKrZ3WSMGvdKAA0YwmCnxg9SAq7jpWq0QL+6wAQYserAWsBer1Unt1I2m6rK5lut8UPKjAVaFvLT+L1NXCU2WlR13o3OpapWJUpG3nxfIzrRPSgRYTgQfnTHlcwYQCDPKktQytsrjex1tbuKdSKX///v2OARcWFpDP5x3KUE1qXRBAsw9L0Z4G/vicvqsEU2HIYs04FQiqbVm3KgydJEX8mUwGAwMD6Ovrg++vmn1zc3NYXl52efREQ1zIOnb1cevYtVAIc2GHQqGmgKsyCxeb9pFCR33XbIt91nGS9pYOQZaLol5FfPY7XbBcOPSxEx3xsCxdHIro2LZFoNYvS/StdQShdYu2NVWUfKICS8dCfrSgg2a/tqVzSv7UjVz8TNP7NEsliN46VtZHUMHTJSlcLfDRebTKD2gOuFqkq4DK3m3MPS2K/sl3OhauJWsJ2RRI5dEg5a3/23nVlEa67dgHRf6K5q28Udqq7EkkEm7tck1Zl7EqRhvI5vzZWNh1eXZrC/d4PO7ncrmmVD0V6MqwyjxAczAEaD5zQbW2RYhWIOiiUuSl7eoCCXpGGVkXZTqdRm9vL3p7e5FIJNzZKzwnA1izGPQyYP86SlcmUO1uU7wU2RCl8HMuWvVPUuBQoFPgkj6aPaM+SKtM7WLReeGcKJLku+qnt64cXTz8m7dP8f7TVjRR1KcCzfZVFSUXNBWDuod0PtT1o+48OwfaNxUgVmBpjIP8w/4ojVXA8HPSVpUJ69bxa5/In5yjtrY20CXKXcg2MB+ULaPrj+3RGtE54Xj1kDkWHUM0GkUmk3H8p5fdaFvatloimtllUXWQ9cV39aAwO686j9rnVqCG49a5J1jTxAG99pB90PgH+Ujr0rWi7d7ywj0UCvk6eJtqFGQqKmqwyBJoTju0CsEKbL5LQW/T7uy7QQhQ3+fmqZ6eHvT39zvNvbS0hGKxiKmpqaaMBvrT7U4/FUS2D4oCibRrtVrTLtFGo4Hl5eUbmEbr1GvXrNlnF5MiYkV3+g77pyhIERzz9TlHwBoqtX1Qhc3r1JjtoaiLbVmlT+Skhy4potO+qcDXZ7QPKsR932/qt76jYEQFR5DgZv9tzEH9y0HKW2nEsaryVeWpfWF/VFCnUikMDQ2hXC677DIrtKxgse5MrtNWQEmVnNJfSygUcrvTSW+13Pk3lY0FBpQFdg50jVrkbRMBlOYcpyp0nZsgYat0sHQnD7Cv3IcArF5YlE6nnXutUCg4tM9+Kp2E/re2cPc8z1ekZFEgC4UnkSAny6JRfU/RgTKqfqdamz/r+Vo5QWolRKNRtLW1obOz053nUq+v7nilUCcqt6mLbMueHWH9m0FBOmBNwdFPrkfwcgy6I5P91d17FlWrKa1oXc1HFThqTuoCkzluop1+rozLxaQKLJ1Oo62trence8snqixpYlt/vM69VUpqcVmhRWESlGXDObSLWcembiGtj4tXhS2fVbea5VVVCmxDBRsFoSoFFYRaL/kuFAqhv78fqVQKy8vLmJuba9qVbBWegq4gBc//rdBTAapzzmc0JqYKnRfaMD6gNAmiuyp9jkGfUQXF/ihvEhSoclJ6szAhg+BK50bXsSolfZdtxWIxdHR0uMA55Ua1WkUsFmtC90a5/u8Ld2/1mr3XAYz5vv8xz/M6AXwdwGYAlwH8rO/789ef/VcAfgVAHcAXfd///k3q9u2i0b+5WBmE0ZMC7VGYfEe1J5lGn7PMZdGm1qUWhUVL6XQa/f396O/vd+9zuzd3jVIBBZ1UqJunACCRSDQFK1mUOdQqIQIIh8NNPlMW3QSiWSuhUMgFZlUw6cJRZXJ9ntz/tLRUCSmdNZdZA7aKgNVtRsGpSsH3fXR0dCCZTGJmZsbRlyd+WtStgs4uAlUsVjio9acKg1kwuqita4fFnmGudehiVz60CF8FnypUpYkFJqqUNAZgrQxVmEG+bNKNO5+LxaK7cF195Wol6SmRVMqWZ9VlpnsV+FtBHcfK/hCwJJNJtw+DQIS8bte4BmQtXa3iZh/tvChdgqxZBUJKYwtaWNQq02c01sD/KegjkQjK5bK7oaler7tdxpQj1+v+W8lz/38AOAUge/3/3wLwjL92QfZvAfhNz/PuBPBZAHuwekH2057n3eGvc48qJ0YDTbpwgWYfLX1y/NwiBFUIFl3wHUVKylBapzIF62Rwjz70trY2LC8vu4VANEcG5HnnamLpYlcmUAGgZ4FYxcPNPewT29I6WDd9nfV6vUkAWWSniEndQjbGoCiT80bFojt0VYiohaILTBndmtZ0L3V2diKfz7tNSsozOk7tk85ZUExALQv7nX1XfbN0FxClKa/Qogjqo45d6WWRpr6rgtLyi9ZLYaBb5tXHrsqVc6xjt0h8YWEB9Xodvb296OjoQCgUwvLyclMwn3QhD1IIhsPhprt7db2pctXxqjWsipRrVC8QSafTLgOFQWRawqr0LF9ZepG/lV90jQX56VWos69WmfNdfU9jKaS7+tHZtvaLbkdV1NzkySMeSBvG7ILK2xLunucNA/gogP8XgP/n9Y8/AeCx63//MYAfA/jN659/zff9MoBLnuedB3A/gFfWa4NnwyhxOcGaQqRCHGj2i5IgijC1PvsMFYZF+Swq2DQoSj8Zj/zlDljesMQ6NBikjACs+ZGZe8w+coOQCl722/NWDxHTc+bp6uHZ5orqLRok0lFFZ90ArQSefkZhwfhCT08PJiYmnDuICjPIP6905tzyeVoTRDCZTMalh+o8WbRuEaUdg861DXjrArTjVCFAwWQD/Cy2PX5mlZB1vSm4UGXN7yzfkpcsEGB/7SY7pZXSm4VIVy1nZm1ls1nkcjlEIhEsLy83WQSWFnYd2nVEfrH8pH+zH3oEAeuqVqvuIDym9TYaDYfsGYCl0A0SzhpwpaxR+qjADkL/fE8FtiYf2PdZB11KKrcUYOoaVfpSHvCKSNKG/eAYWpW3i9z/PwD+JYCMfNbn+/616x295nle7/XPhwC8Ks+NXv+sqXie93kAn+eAOTA1vYDgi4f5OYsN1lh0rItRlYP+rQxPBJlMJtHT04Oenh5kMhl4nodCoeBSNWdnZx2SJjNSANH/zQPErGbnotSt9dY0JBoiM/u+73askkaqSHQ8ukhYl94CQ0bXflsFBKxlkbB/ij7o156amnJKhtYNEQ7nk/1RwUQ0Sd9quVxuOl+fgl2tDNIwSMkH8Yb+zf9pHVCgacqbAgrlBxX01r+tlh3bCAIdjUajafFaBUJ6az84NqW5ChpaixbBU9hoSqF+Xq/XnSLWefY8Dx0dHfjUpz6F5eVlXLlyxSHnUqnk9l/QTWCRuGbWqAVuBZ/Syo5ZA6ccg84DQQTvfGX/KeRXVlaalKbtm86Zjp/9sABEec4Gw8mHeqyCVcxKf4voOW5uGrSuLQtklFeV54PKTYW753kfAzDl+/4bnuc9drPnAdyYeA3c4Nj3ff9LAL4ErGbL8HIGJZgiJouUdOGo4LbBIxVWlhEtugVWzZ7e3l709/ejra0NAFz0enZ21iEY1chkRg0yLi0tOYStfWa/rB9TET3Q7H7hQuLkW4SoRV0Jej0dF5dNAbMo1y5C0s0GiBSdW+XEd7RutquIns/19/fjZ3/2Z/HCCy/gzJkzzm1BJaZ1ar8UrXPh2uMfrDKngGVh/rz1Bwe1qQLYjlHnVmmldLWCxaJy5U9gTTERpVUqlUBUy/escKIwV6VEoWnjLKokI5EILl68iGw269yDqVTKnTTKoB+zWWzqpOV1ClmlL/us32k/+IxejsK6OAf1+mreeDweRzKZvAE9s25rzZIubIMuJp1Ly79qgVHOKE/YeI5+b8Gl9kXfUd6wYFQVlHoi1itvB7k/BODjnud9BEACQNbzvD8BMOl53sB11D4AYOr686MANsj7wwDGb9aIJZYOPMjk08EFLWbgxouKLaG46JLJJLq6utDf3+9O0KPLhZuLbMBPbwrSAKi6g7S/fFeFqi4woPkmHiJ/RV7qQtHFQQblWFWgcry+7zcpCn1f6WYDqHyGi4aKjH2zY2VdallwkSmSY1/j8Tg2b96Mbdu2YWZmBjMzM26Dki5MPq+mqy4amq6cE27asn2zVp7yFwWkxguCeM66FywNlSYqjNgvy5fkTT1gTRcyrR7NrlHBpzEA7bsVLookFUQobX3fRz6fx0svveRo02g0HOjJZDLO/ah+fqU7rQK2w13QVqArz7KwHu5u1XiNWlvk03p9NSOtVCq5FGQmJaiVxuete9cKZD6vdLfrz9LVCn4dp1Xsdt1ZD4TWaf+nkrcboFqVv1Yq5HXk/s/91WyZ/wvArL8WUO30ff9fep63B8BXsepnHwTwDIAd/voBVZ9mGgmgqMwuZD6nC8OOwyoK/cz3fSSTSfT19WFgYABtbW2u/lKp5AT64uJik4BkcEcRGNCsmOyiV1+tpuspClE/sAowi1Ct68DzbrwJnegFWPOnagCMKVVsy2a3aJvWRORY1Wog03EBsZ8cF103ZFYuchUmPOcmHo+7YxGCMouIOG0ATfjoBkWgGUYqwPm3BhstYLCBZk17tGiSwlkRo/Iy+8vzfDRLiv22/nftq7pYdF2oAtL5sPs8LHLVeSJ/UZjob89bjfP84i/+Ii5fvoyTJ08iHA67e4MZSCY/plIplMtlF1ilcOSeALterUJlPXTN8RwhdZVZmaBjY5vMZOPcW1eSjpt1Kt/qGlMQpXOqLhIbANd3dP5Z7Jj0MwVmFvQS+HFclUrlJ3Iq5O8B+Ibneb8C4CqAJ64P7ITned8AcBJADcCvryfYtSjRVdvyuyBhbQlpnyOS8LzVzJHOzk4MDAwgm806QcFsF7oBGKgkAfW4UuDGS32DrAtOapB21zHQ9cKAKLC66BS5BJlhfI/PMxtGkT03T7EOzdslzXjYkeYPW8vItqvIptUiI9JXVwEVeCwWw4c+9CEMDg7iqaeewvz8vAvaMaBsXS6kn9aniw9Ak5ssaG70LBdVmOrztQtM3Um6RZ18yt8UcFYA8bt6ve7cGpoJRSTOvqrAZV/sztagws+D5lmVoxVASicbDASAZDKJUCiE6elpd+ZRtVp1N5gtLCw4mtdqNRSLRdcWx0FXmCJvFZJKY/ZFFZm6fVQAq0BVnuBPPp9HIpFAMpl0xyxwdygtPQ0w674PBT6q6NVq43rz/RsvgVFe1bRglW2sQ60nnS8CMhvbUOt5vXJLbGIKhUK+1W4WqbMoYtEFpMytgiaVSqGzsxNDQ0PuiE7exQrAnfu+vLzs3iey5UTzb2ta2cWh/bcuF6AZZWrkmz5mRfOcPD2Ogc9y4diNSioE1FJQt5FFK0Q5egqkts+x6G8yM4AmKyAUCjWlW7IfwBqaikQi6O7uxi/90i9hYGAA3/ve93D8+HFUq1V3CqYKINJKkZIKAX5vszHU5Ne5UWRKtK1CmEpRlbkKEE1lVDRtrTSLrJUn2I4qG1WUDI6Wy2Xn0tA+6Lj4GdtnbIYuLyoTzoEN6LJt9staL0TQugaA1ey2rq4uhEIhd5ibjk15jIqSfEPQQhqEw6tX9Ol+CCpTz/OaMoCsktPnaBXpmUwcXyqVcn55xgkU+Oi6tH5+XX9sl/OlfKqWFmmv/GyPNdCgt84D27QuKDvn12lz6+9QVUEJNAvC6880mchA81kZOumxWAzt7e1NZ6LTpUKEUSqVUCwWm/zIuguMgormnPZLGYv9YB9V2KvrRJ/THHxFDyrAADitDdyIVNRFo2jIoj+lpaUThQufpUC2ZqmmXKlyU4XHoptNwuHVo4x5BDNdSNls1glf1r2wsOBSQrWdoGIRrAp1DR6qUNfxKUKiYOSJi7Sa7F4KfVb9x3YTnbUuLU9b642KQQ9243cqiG0mFXlF61fk6nmeu8gkyEerfeAdCdxFrd8rH/H5dDqN97///cjn87h27ZpbX1NTU02+cG1PaaZ90XlUnrK0A268flPfZ+xMXV46b1QkDAyTfrTyWgWGrTfAfk7gofSnEiPK1nd17KogyFe6K9i+Z/kXAKrV6q1/WYeaarowVBgR0dD0BNaIQIHe39+Pnp4e+L7vznknUm80GlhcXGy6QJlIRwlnkSP/tmjMIngbJ6AwVvNehRC/I2pUH7n6XtmW3TijyFOZxvZVlZAqA+2j9TfqeIhkglIHqag0YGWRPAX4O9/5TlQqFRw7dgzlchk9PT1IJBLuBFArfCwCtNYZ+xeUicHngGbzmd8riqZA4Jg1UMh6gnzytj39jEpCUZj23eZZkx+078pbqoT5HF028XjcudWoJIK2xKu1ozzDHHK17KrValM8hnPNo6rf8Y53YHl5GX/xF3+BYrGItrY2dHR0IJ/PBx7DzLbValG+1mQCeyyGnX+rJMiTdInwMws+KND5XCKRQDwed/xNi43rzsZcWJdauMoTyvdKM5UvVlkp36r1bD0BulZtu63KLYfcgRvP6VBC603q4fDqRpfh4WHkcjk3eEbP9bKLSqXi/GxAsPDQRQM0nypJptM0OL7HBcGFxA1Z7e3tANZOfLT3trLoJHNSlQa1Wq3JNGdRWuji1UVKAWODnTSHrftBEZb2xy64IH+fClu1GjzPw/DwMP7Nv/k3qNfr+O///b/jypUr7r3p6ekmIacLROlslW3Q8QXqBlL+sYpBXQ06RrZveYHj0+dsn1XoWMXPtpV2nGcrSNmWCpag4wQolDS/XYO67Jv2S911nKsgnzf7oHTwxAplmjAt3VQq5T5bWVlxh48xFtRoNJpAAeeYc6Z0Vt7T9WdpqmtRrRvtOwsVH+dO+UxTIfUMJl1bCvz0R61m7T9pqUJZ3UtBQFbXW9D36rOXi3X+7iB3NbPUFGEJh8PI5XIYHBx0QVG6WIjMC4VC07ZcvcSATKBCgYzDhacak9/RZGIfiZj17BAixGQy6ZiFiJTPWYbUwBnbsTnbmrvLepXRWJ/6B7kIFb1pwFF9scqc1kdOwaHKRhlXmdyiY0Vj9XodX/7ylwEA+Xwe4XDYBbKZgqZ0UYGibakA6u3tRaVSwezsrHuX86ACkeOOx+MolUpNfml9j+1SIRaLxRtcPppqGGRZWoGi/GYXKgWU0hNYO9SN2UN8xsYVtA3Ooc16slaMBRD6nfKjKgYVquwDTxulheJ5q0H5VCqFTCaDcDjsArB0TQT1RcGCKme77lVOcI0weKv8r7RlW8ozpVLpBj7jWqCQ59qzrhJr9fAzGyTmuPRvKmHS2I7TWulsR4uuC9uPoHLLCHcb+SYR+F02m8XGjRvR1dXlEDjT5Zi2SB+aClrNTCCx1PQCmrf9cqJ08Sm600VjAyRq2nFRcjy20K+rqEMDpWR20oSMoQiPE62MqqmQNvuBB4WpIlVT0iIU+sgV9XHsqhDVtUQa6meNRgMzMzOYmppCKpVCe3s7arWaU8DsB99RpaBzw//ZBwoO1sGxWdfaysqKU1I6H1zQyheNRsMFwTgWjitIQGp9CgBYrGmtPMW61bWmfeFeCtJd3WJqYehOUxbtQ5DAZn+YwaP8bUGQDRCr0GIplUrYvn07tm3bhgsXLqDRWD2+YGpqyuXFK0q3dbFPDDBaoKC8r/Rj1hh3e3O8nA9duxyzKivyHOdWd77SRcfn1f2oPMo+Bq1zoNliIz/bOQoS5FZmWfnTqj2WW0K468LhoOjbGxwcRFdXF6LRKGZmZjA+Po5MJoNKpeIuF6CLBoCbEAp1RUYUElaoav6yLib2h4iIDMH0QZ0kPqMoS1OnqFBUc1sE1SobRAOaVF6q5a2QAZrRmP2MhxCRkfmcok7+T/NPkQjrssKWbgF+fu+992JwcBDPPfccFhYW3KXC9Xods7OzTcKKdWgKJVPYuIlMBUootJqlYVGOAgPSkC4x/UyFOgvnim4wW1er81EUCCidlDZKI/1fLTC7mNXa5Jpg34MAgPZD+UeRohZaIjaAbhWBHinAftsjG+r1Ou699158+MMfxje+8Q2cP38ei4uL6OzshOd5bp0SebM+BRt6SqkVZEorGwMgXWzdpHWQe0mBhM4beZt1MdPGxuXUzWkFrVqcOu8WmbPQYrBeBF2z+p5as0HzynJLCHdgzQ3Q3t6Ovr4+dHV1uag2sLZ4E4kEMpkMxsbGEAqF0N7ejrm5ucDbedTkYR1E9TYlzC58q1XZPy4mPSBL/eiW8Ip2+S7bpZBVlEJBrgLG89by3a0Jp4hNGU2ZS/9Wuuh7AG4Yt7VW1PWiyEUFHNHSwMAAPv7xj2Pnzp1IJpM4duwYFhcXsbKygunp6aasCtbNNtkfzecNQi1Kc7Vg6OeNxWIub15ppYudbavbw7pTWKd1Y9g+2SMM7KLn/xrXYH1s184TeYI80N7ejnQ6jenpaZcmqZaN9lPnXgUS3Q1tbW0ui0zTEO3cq8ChsLeuDwD45je/ieeff77pFMlsNotMJoNEIuFy4nkezOLiIoA1VKr3m1IA65qie0czh7g3gu4hHja3vLzcZB0oPdT6Je10ftgfAjS2rzebqdLgu5YntE0+Y0ESP7OywfK58lCrdmy5JQKq0WjU37VrFwYHB52WJzPTvUENTcYdHx9HpVJBsVjE8vJyExpjUERzSJXp1ezk33pwD9DsetCjXlX4aDaEojq7KLiwNHvGLgw1IVWwqE/fTrKiLH1XlZUWCkFrmnLBap+UiaxfF2jecMH+qV9xy5Yt6OvrQyqVwvj4uPN1nj17tkmIsF6eV0KErYJXBbfSjP3jZ0RioVDIHQ2rG5qslaT0UV5RhQKgaTGzv41Gw2Va2HRc646ziI1zrUhb6W6VEHfvrqysIB6Pu0PVSqVSk0K2CsLmT3MNUDgPDAygXC67A/B0jpWP6PtXC0OFGwGJBkb5bigUQi6XQzabRaVSccc3U7Ew39z3fTdnGuTV+Waf6OPXM504hzyDR9eyzp/yvBWypKHOofIBFbNuDmQ9avVYj4H1p+va0bVmi/K+FgVRt3yeezab9R944AHU66tZLcvLy5ifn286LCudTrvAKP21lgkV3eqkA8EIhkVNMtWgGgizPnEiaz5vffPWZRGEnpShwuGwY9b13qEQ4f/WzFdha4OcHIf67yy6tIKK9OF3dhGookgmky7tlJtf4vE4Ojo6kE6ncf78ebe3gDv6lGYq6Oi/VqsDuPHCBVVwpA9NXOtfBuDa1fPXdUHr/xyb0l/pnkgknJuMRflQs290bjTrSt9TflQFzQBrsVi8IaVSg5A6pzZWQH7gc3w/Ho8jkUi4a92UVuy7Kg3lCVWWodDq5eU2X5yKJBKJoKenB+l0GoVCAeFw2FlxVoirYFakrH1TVxLpZC0tBXtB60dBns6PBVMco1pcuvZ1L4zyprr57Jyxb2rZ2znU/9Vq9P2mPPpbO1um0VgNYs3MzGBpacmhBEUphUIB9XodbW1tLtAnt5E0CTpdlFZba8aLElcFsQqxRCLh2iC6t9peA7R6MJQKRdXCXGi6WHi+jVoGipJU2Ctap/BXIWgRKoUp66zX6zdc4qHmMjOPdOHwWd4So2ldbFN3/tKSyWazqNVqOHv2rDOfWRffUwWj1hXHwd2aKmR0rBSYRIOsJyhOQF+2FVZBbau7SudD/1eloXnKyne2z0ELmv8rSuUPj7hVtwgFDMfI+Q3aNMP+2ud5BoxulLPWqaJxpY3211q/dkzs1/T0NBKJBHK5HBYXF12mlLpCrXC26FXXnCoeHa+myOoc6HM6Fg2S6llDnuc1WZk8VJDX33FTVHt7O4rFojuagWvcrl0V+qxblbruFteUWAsadf2sV24J5B6Lxfy+vj4sLy+7c1YY/dbz0Jmax6wYJY5dqPqZCkYrMPVZYG2BM52OKE8n2foCrUbms6qdrduAbVFoqftFBROAG/rP50gXzbsOEjZkeKJKtq3uJd/3m+6pZP/ZPmnNevRgKKUB+xaJRNDZ2YloNIqFhQW3S1WFufoz7eLj2Bk0Yz61MrXOI90HdJOwz0o7oBkIWMGgikx/63P6v54LQsGoAop1Bu0ktc+pMGyldJT/+Bx5y27rV+XIetW6IWoH0HTzj4Ii7tq1iJZ8xLrU0gkSaJYvePpqrVbD6OhoU8qp56351lV427WtIEP99DpmzjH7yzpIPwuSyMv0/dNLwICnricdHxWrKii1gkhPVfw6p8q/oVDIWbeWL9Qq41hqtdqtjdzJUGQmBkdJNDVvdGOLdaFQG1qhqMhTUbOe26GmnfqvrY/dmm9shwLW+iCBNdOUE60MQwuE/VTfuy5irU9RK9B8kQDbDgouk+F0zGotUKirRUMUxEs09AwcjWOoEgmHw+ju7obneZidnXWbt3Tx6QJRJaKoU/ulCoTva7qr7/vu2FcV3spjLHT5KPJmUcSltNX+EmDoYrXuQLUi2XcKj2Qy6fqrCkQVl3WfKegg4FBFybNurAtF/fmRyOoFNMlk0p0Fw++UVkSwdp6URroJTGn8/2vvXWMkzc77vv+pqu669r3n0tOzM7NLUZRWImhTAmHHgqFEgWM7hugvEhTEiBIx4hfDcpIPERkBAZJPchIISRAoCSHHoGOJEqFYEWHAkSwlRvJBoixbksXb7s7O7s6lZ7qnp++X6u6qevOh6nfq/z5TM7uUKG7Pog/Q6O6q93LOc57L/7mcc3i3Fy24EZKkjY0NHRwc6NKlS7p586YeP36sra2tUuzcaeJ8TH95tit+p7Ubau9vBE3xuR5ijQjc5dv7dHZ2ls8xBlxgIJgb38bZeceNER5zNPgODOg3esxBZ2znQrkPBoN8mDTEmzQZUjlOJpVdZp8sFy6/j0nyvyWVhMQnVhoruFgNAdFhapQ/z4MxXNC4VpIODg5KSB6m5RnPivXGeKcrEadVRFMep+R5rgxgFqebh4hcGWGYYFq/Z35+XoPBIG/GRtWKGwKu5X3NZjPXl+NBgA5jeITEW0R1/vwYp/VnRATFuN0De5bbj6Jww+/XxvLYSGu8Ow+zuOKOKyKdl1JKmpubU61W08bGRh6Pe6OVSiXnPiK6RBHBz36NI183MlGpTzKy/O3ejT/DZYG5YZuCmzdvanV1VfV6XY8fPy6txnbDx1idrlF2adGTjcrfQYXLK4vcAF98j8Jm/rjHw1y+7sSvJ+/k9MXDBMA5r7s34fT3uZwEBia1c6HcISDMA8LxQ5F9YpwAMEJEuKDIiG5xfRyBIpReUuYVLR6HdEVK3xF2v9+9BUc/7hHwbBcGRz+OrKFBpAXNjYzXxbtx8b7h5UDvOBZfGBP75+4/c8EzlpeXNTU1lRPiHLLMwjM3slQ9gKQJ/fiWCY6Ip6en1Wg0tLS0pEePHpUMBn3zJCL08fyGj9HnTCrvxwLtoocBAEAJMYfQyV10977cAHAMHKV11Wq1tLumpKwQoDM88OTJkzx3jNmNBlUckVecljEuT38Zi/OIe6QeOvFn0w/3NF2OCBtJyoqTSqb19XW12+2S0XKPhWsrlYparZaOjo5KZwhHxe6GsNVq5bCgK1/3FqEjZ7EOBoNSCND5CK/UDwHnXb5YUhpvdwBKd8DiXqPnhdyQOV3pX/SS4hzGdi5i7pVKpXRYx+izpywsStgH6UqOSY9IyxEVTObM49l93ueJHhjDlUS8DuXDZPG3T54LSEQNk6oPHKX7u9x4OJNGN3ISyuTZKCf6RgJrfn5eBwcHpUU/k8IAbmhpt27d0quvvqq33npL3/jGN3LVjAuEo/1YLx29APrr84vC8Bp4zyN4eao/0+eXPh0fHz+lrBy9o4hQ8P4O+uXGx8fkhsd/Ez7hOg8v4LL782LSLSo93tnr9fKOnLHqxRV8DJc4z7vBd74AQPnaC/e+UhrvQAkgA7nC2xgf7nMvuFod7hG1vLyc5+zk5EQHBwf5RC4PIzpgYxwOgOBZdoD07Yj9GuYQekYD6XkUcoGT5jbWy7un4YUf0IR7XPmzpYJHDpzO7qFJY0DxwsTc3T2dhGajIXIhmGQMmBh/trvR/O+hhn5/uHWAK99JiMRdqUajUap5ReG44nIjxHjiRHkYh+afIWRRWCe5aVwLk7rwxsoT9yLYHdDHj0Jz48E9oO65ublcbeOGpt/vl2jhwukhEUf18MBgMMi5F8YInak1RinGUMJgMMhemit4vBIP6zQaDdVqNXW73ZJRxjDST+8z44gnDp2dnanZbOaVuJ5MQ8lRgeVHNaLsCTnBl/5uj69ipBwouOGYJCOsJfB4uc8/1ztqp3G8nu9A6fPlhhJZBAG7cXcD5rmvra0tnZ2d6Xu+53tyYQWrWqF75PNo9FwpFsVwgRN74MBTjUaj5CXFdTDtdjt7mY1GQ91uNxuiRqOhxcVF7e3t6cmTJ5k3XJZdR+GNeji00WjkMCXGI+6F5B4T+oy5ho8Y8/PauVDu3hxluyKVyke8RfTuaM0/x/X17Qgc/fA8j7s6kqFPHiLxRVJ+sK4nY4l9kqR0d9ERAf30GB+MRh21X0c/YmLN3+toPe5+iOKuVMb7knuoBcPGPPB7dnZW0jBPgGKln5cvX1a9XtfGxobu3r1bUjiuBNxowLyglnq9rsPDw9x/aCaNFxg5rTjp3pNVGAPe58eR8TynIQqPfnjy0RfMwXs8K+7AyPf0DySHYDPvVFx4gtiXnU9PT+ctIVDU8JaH/KClo2c3/L4+ILrvHiqE1vGgmEivpaUl/eRP/qR+/ud/XgcHB6WwYfRYnVa83w1GVMzwCuGqN954Qzdu3MifESoBAcdYPjTimY7gHUhAMy/XhR5+PfX+Hrrlu5OTk9JpYS6Xz4o44E0xj8yNL7RCuTNOPEOfW5cl+OjdlPt7CsuklN6WtC+pL6lXFMX3p5QWJf2KpFuS3pb0o0VRbI+u/6ykT42u/6miKH7jec8nLOPKO6LxSZMW0Z67WyAYRzVeJucKGwXj7rczRqfTUbPZLO0F74o/rrhk0yEPyyDAzuxuYFgC7uEX3/DfkYsjGE9AeTUMz3fvgP8nhYVc6XmIwQWUMy0xGDBiu91WSsOVxS+//LLq9bpu376tra2tfC/PjRVQKIepqam8kVgMB6HIfSzUaSNEkp6qgIG2Hjrhve4G82yQHYnueICGh39A2lHRQ9upqam86MhDGZ5MBaljKOlfrVYrnTkwiScxeI7sQdpHR0fqdDpZ6XqVGQlVeN6VSq1W08LCQi5dpVSyKAqtrKzo0aNH2dB4fmR+fl6Hh4fZaEEzN47MqSv6Z8WQp6entbCwoEuXLml/f19PnjxRr9d76hB0T467TLnxduWOzDgN3TB4KS0Lu1xHcB17SzH3EUkzX6yqZ9txNwDMJ/cR9nElDs3wAAAjhIZGBudbEpb5N4ui2LT/PyPpt4vxAdmfkfTTKaVXJf2YpO/R8IDs30opfWfxLueoYqk9ocPAEZhWq1U6tsonECZ3VAyyczfaFaEbiX6/X8pi0yeUFgsU6BPC7GiPiXNXLyIXabylq8fr6SMMcXR0lK0zSBlGI1QRUZ17Ii48ztA0lIgfQOx9ZYEGjCkpeyEnJyeamppSq9XSlStXtLu7q729PfX7fd27d08pDbd/xQXu9/u5jNLp5QaWsUKTRqNR2gccZQR98Wgc5Ttyg5fcC4H20Abli1DBR04jF0rnCcYB8nXPjv54wjXOiRtOR/iTUCXP899u1GK1TqVSyWcadDqdkoy48XYwQPKRnVZBqoz3wYMHuU/ex7OzM21ubpaUuSvqSeOWVAohxQqj4+NjnZycqNvt6tq1a2o2m1pfX8+hnxjO9DH5TwwTcR204l5kbJKnE+P0KQ3zCyh3xu3hIoylpFx9E42M9xk6AujIGxHKQvmnlHJZMWN6XvvThGU+KekHR39/XtI/l/TTo89/uSiKE0lvpZRuS/qEpN951oNQktF9dEtXr9c1OzurlJL29/dLCN5jUlE4XHkilNG1cwKjEPgshk8wIjyL9yLgblxQYH5fDCf5uF2ZeNjBEzgotBjy4BkwiDTOFaBIvDKAhrDxfFA0Au77wlPBIQ2VGifveMkjSSLiyigt76u7p4x/Un0+sVHGR8UBMUtX/IwhGrFWqyVpLGSOhKnWQZiKoijlI9iqFmGl/JPrmEM3Tm7w6Y+DDaeRh5PwRuDDGOLzZ8eQDPNDuADFMhgMsjKAd1Au8AP9Ozg4KPXVPQLnnQgi3Auiv278eCc/saLMacicQE8qri5duqSrV6+qXq9rfX295ME4n0fF7HmeqAh9rD5O5t1DL/H3kydPSh5wu91WrVbLG6MxbmTG6eF6y2ngvEyyFYNDnsnj867DntXeq3IvJP1mSqmQ9L8WRfE5SVeKong4GsjDlNLl0bWrkn7X7r0/+iwS99OSPp1fEBjPFSrKk4nlOxAw1h8G9MkGoXryDUXmtfT+Tu+PTwSfS+PYpYc34nN4PpaXCg0sb4xHszhGUnaJPe7KNR6rhl6MEY8AY0MVA0jXtyuGWdi3BFRC3DpWToBQYGiWYvsiLJZmQw8PhfiS7YODg5L3E+PEXgaLgtvb28ubaHnMn2uiKw66YuEOfZXGil0aG3UWnjB/Xt3B3PtGYVzjNcteAeHG2isxKpXx6Ut8hlA7D0S06bzpHgrPd56nb67EYgzaFZt7pcwzvMN30bvhfq9Qcu/F5cH5AH7lWpLybnj5/uTkRGtra/n4zKmpKT18+LDkabre8HE4P8FD7iG5wmZjO6cv/eQ5VCR5BYykHMf399EH5ha6swGc6xfmEcUfc3+NRiPzCXLtnsKz2ntV7n+pKIq1kQL/Zymlbzzn2klR/qf8h5GB+NxoYAWMGN1PF14GhVLz8IxfXxTlHeZSSqXEhivbGIdHmfqij8Fg8FRihOe6ZwCyRUhdeUrKh0Z49YCPGVfVq3PchatUKk8tPHGXE4Z1pedKHFpxLczo4SOqAzzhyfgIH8zPz0uStre3c1wSRereSxQiabxPeQyVuQIh9+CKAlo5GmYJOggfWvo1uM7EKt1Y9/v9nFB1I+8hQviIz0FV9MsPc+Cd8KnTw/uG5+VeE997dYWP2V12X57v4SHoy1y6ceVZroAcscJH/HZ+4fMYs4ZujtahM1sauNFxNM+Y4A9pnDgEpPg1a2trObG/srKijY2Np0o+GZP32Q2k6xbPbbl3yPx4aJa4ea1WyxVH7jHytyvqWq2mpaUlScMVubyfrYhdV0VAAt1d2dMv3xrBDf6k9p6Ue1EUa6PfGymlX9MwzLKeUloZofYVSRujy+9Lesluvy5p7d3egSJwtOGKr9FoZCRBVQGKcHd3V5JyhYMLqpeoIUQQDUUZE5l4ChDb0ZELyiRvI8Zfo9IF4bnCc0UMg3gJmDOnu7DS+NQmaYwiuc/fF1fAgbboG8xEH9jvA7oyvo9//OOanp7W22+/Xapd97i404Q5mp+fz1u+Yjw8BOL3OKKLRvzw8FCnp6c5vHF8fJzH60qQZ3hCPSJ9aZhHQMk6naGD9w1hjglv7o0omz6Bxt3DcjfcFbXPBbSLYQV42GP0HmJxnnJvBj6XxuEv6MN7nHcjIkWuAE/0xUMO8F98ththfwdjcOMH/V03SNL6+rp2d3e1urqqS5cu5YPVvTKL5n87zeJ1rlSRL8AX1zrIIATp98T5Qb6cp2JfohGiKojty6NhRIdRWdZqtXRycpL5f1J7V+WeUmpLqhRFsT/6+69I+q8lfUnSj0v62dHvXx/d8iVJv5RS+jkNE6oflvR77/YeqbynRLPZzCEEJrzb7apWq+W9rN3aeqyO5sh20o8jwUajkSfOvQRXGo6Q3TWFuT084a4p143omZEJihVBoa/8HRG2P4PJd+vOfQiMx8j57e6wI0wPNXAdgkn1D/FDSdmN9XJAV8SgP/qNgWCOHK14vz3e7M9wmkckhmL08A8No4YRR8lwjVfvOJ2iMYVPJoVBHIVHBIdHEytl/F1xTP5eV+R4Ut4f8iMxhOZJPDw3V6QeCqlUhvXdlUolH2ztvI0Xh2Gg3nt7ezv3KYavXLHPzMxkQ+7zTRmoVxrFhLtUrrw5OjrSvXv3tLCwkA/02d7ezrzOM2LeKyr0KEt8xgpSGgYYAOOI3lvMOZydnWlnZ6dUThzBpc/z6emp6vW6FhcXS7tlRnReFEXm328Fcr8i6ddGE1eT9EtFUfxfKaV/IemLKaVPSbor6UdGL/9qSumLkr4mqSfpbxfvUikDU6DkQEUoHQbjQuSIqVIZlwY50zuzOxp0FM5nWExXVtFl4zMYMcZXicdJKnkB3g9/Fu/xnfxcwbuge/w3XuNeB26kIz/i114LTXgBIeC5Ph8YoKOjI12+fFmVSkVf/epXS7Xa7gVE1AoCq1Qq2tjYmHhQss8nxo5Qli/zdqNI//x/xkFJmS8+gR8QzmazWToUBMFl3nh+p9NRu93W9vZ2yQAyBqe5I08QbszpeHWKh6LcgHAt3qmjPjdAk3gV+XAvgO/9kHPAkBvXeHJRTFQ7z7PoCKXkzd+JkqXyy2PEHs6iOR87ovY6b0De+vq6Ll++rMXFxbwRmq/9iJVZzBP/e+P/KJ+xGIBrnb7uDbkHUxRFRtW1Wq1U8OHGn/t8RTjv8flAnvnOc0PPaudm+wFHhdJ46a4zmitvqexSxf00XBDcwrlSdEXpwknCxJGTu8vOwG7BHU3TYuIyVr6geHgvE+3unPfTFSj3EzcGlfm+JPTZGdTRpitGFyIvO1xZWVGn09HDhw9zGAPk7vFF6pHdLfUkL2PxmDFKErTu9EMZLi8vq1Kp6PHjx5JUiuvGpGGr1dLs7KzW19ezwfV9/5kvV4rR/XXha7VaudLG68J7vV52pSMCJ1aPJ8K4GSsGBf5hncDOzo6kp/cwcU8muvTOB15NQT8caTrQ8WSu86sbIXjCvSefFzwR58lOp6MrV67o0aNHuQIHvoam8GIMnU7yniLyhnbw6PLyshYWFlQUwyoWthrwii/XcdELjood+jsvxryR6yY3OtEo8X21OjxsCJAKLVxZuweBPvO5hXbQGgNzdnZ2vrcfoDFIP8DZ46SOtKTySjgnphMBISPBE1GAJ9FICEFckqK8H9eSd6FE3d3GMrOkPYYTpHFttPeDz6MQuMLxDa9c8VPRwD3uVkrlxTyM0xGzv9eZ+uzsLB9Ovr6+nuvbnZE9scx4UeCudFxIUeztdjuvW/AEqgtOSsMl/m6IUNIoTw+ddbvdvB8JCN6Vz2AwULvdzv1kTBgAnsX7qfWO/fO4sfcZensyMyoU53UqhRgr48R4Qmuei1xAw7jK+FmeI+ACGiFnHtJDiXv/aK1WK69lcAPnMsvcUBFGH50WHpKCJqzbII/icW1klL8dqA0GA21tbenw8FC3bt3S1atX1Wg0tL6+XlKOUSf4/ZP0h/MtMsaznDfxvqAvzRU4z5rE5w4KnoX+acw1zT2AZ7Vzo9wdNaNYYtzM416OQqL7i4BKegqBe0LJY7H0wZcnIzju6vIcaTzpKHD3AHANEW5X2l4hEJnI3+EI0ifaLX9RjGPMXO8IFcXE+KjJPTo6yrFamA4kSpiK/WK2t7dVrVa1uLiobreb1xl4GAdUzTsxiihOj8syFi9P9dWQVAQwDpQ1CXNcfd4FumS1qc+peyGDwSArENxmSmgdRbnBBUG7oXbFh1fiMW9PtPIMxstzXMihp3uq/O1KIiJQpy/X+LF/Lk/sf+QerleKOdBxpY5Cw7N2heKK0ZfVP378uITIJ7VJ3pKv3CW84nLi4+b9GKvbt2/r+vXrWl5eVq1W08OHD0v5lufla/DQzs7OSoYpeve83xG+x9KjJ+fgDfq67vLmCt/lapK3Hb2EZ7Vzo9wllRjaiesurVQuz/JE3SRm8jhfv98vJT1Bd27daUVRlNAT32FIWN69ublZmkBQHcvjmSz65rEyDwX53z5Wxosy8OYT7CtWHS2jnOjH1NSUZmdnc60tdK/Vapk2p6enWlxc1OzsrLa3t/OWAx739/cxLso8GUMULkdGGFIfCxuPgSi93p7xzM7Oanp6OldIuWJwL8wVBHQCHDCeRqNRWneAUXcPB5p7dYmHudzDYo7ZF9zXVMDbGCcPVThv4FW5x0e/I/KXlHMfUTbc6EEHjClj9fyCKyTml+dSwODVaFzr/XNQxTjdE2IOfB0EOSL3gFwJRlDlMuYbrJ2enurOnTu6ceOG5ufn8/7wbPfrC8RcvugTYRNCop5HcT3EuHu9nvb390t8ECt8Ysyfe70yifsmAVBX9nhK3u8XRrm7hWTzJGpK3bX2pJbHntzdk/SUsoVRKaUkTu2ldAhodNFgUhBKtVrV3NycZmZmdHBwoP39/TyGOJG8NxoQ/ywiCY+98R3IsFodb1YmjRUDY3VFxW/f7gBaYrjq9XpGyiDsK1eu6NKlS+p2u3mXyOPj4+wuuxDz/unpaS0uLqrf75fcalCoM7+76vx/enqa6YmAuTvv+QhilygKTwyDwDx5G11YBxDMl3t9PneO6kHlsYzTBRJFx32ugDxW7t6Go9yYKIsKzZGdJ50dUbrCcQMTaZ9SyltMOB9iEKAP94OsGYsbcujDGJBTflNayFjgPQwzc+kb17lyIyGOMfAqMgcdDx480Pb2tl566SVdu3ZNU1NTevLkSalCK6L4fn+4G6ovUHPe9PG5QnVQ5s9D1tz4+3w6Hzrwicra9YD/D01eGOUujYWOCZfKB8RKZcZ1QfS4q6MHD7nweb1eV6fT0enp+IxWt47+jKhg+OzevXtqtVq55tpdSmlcd0xz9BGrEBwJeoLQ44aM3WkQhS8iHEdGlFrduHHjqXJSaCBJV69e1fXr13VycqK7d+9KKscDnSGd8SqVinZ2dlSpjA/mQAgjKnME5zTZ29vLY2IjNZQNVRqDwXjbVGjkG3/Fpf3SeDtdR4yed+D9/r8Lt89JBBYoNOdFPCXfzsK9KhZfoeji0YVSefU0tHQhl8YVJ/Cv8zogxUNioHk3dnFlqhsqZNHHB038bzcWLsvc6+GcWq2WdxhdXl7WkydPtLu7m/vqsuCKGLr4aUnsb4Ts7u/vZyPy1ltv6dKlS+p0Our3+6WV05PWJ7DVhCf0HXTheTmQcvDGHMeIg3tHDhZdXiOgdN3h+sIN8AuD3IlXgaxpMKU0ZqiovDxZNynZgdA6o4EMmex6vZ6ZnrJBR3bRReOH1ZkgEJjckZ671KA137fChQKk6EwSk4vO9B66YYy4bri6EYU9fvw4K8V4sAWr/05OTvT222+XqgT4zXt89SVzwfWVSkUzMzMlRc9cxBAWZYEoPEdyeEr+/Gq1mvfCxmNAKSDEUjnX4GEjV0RFUeQ4KXuwuPfjwgjdvQ6aPsZQxLOQFf97cs1RIe+ledgtepKMFyMTvUYMGu9ivF5BVRTlHUfdY4iKysOCjmZdrpyu0YPmvtPT01xLD1rmeh+re0xuQPBUXB9g+B10HB0d6f79+1pYWNDU1JQWFhbyIe2ez/PxeD+ifMXvHbBEhE10wJ/tes3pG+fX5ds/8/9dJzyvnYtSyGq1WrRaLQ0Gg+zueujB429uEWOG2WvbmWxCO0yGl5mhcJ2xiD07knN0DXF5lk94jEcj5K4IXQHAYL4AxpELzRkghg2gD0zm6JNNs9iD26shUFSghGazqRs3bqhSqej+/fs5XOUGF4XpNHJmpN+dTkfXr1/XwcGB7t27l9G3NDz0gT5FdB8VBOMB5UNTR1NuEKELc0rlE+WbzJWjLucvEp6EXvAkpHLYjve4MPp3GKfoBTqChR/cULj77kYGL8Rjtc6TzgP+/OgN0m8fvxsE7nNA5TFe+IH7I/DwXJkrH/gL8OH3RIU6CfDQb/8djafTol6vl/bpbzabmpuby7R8+PBhKREa83LxuW7IvLnuRBf53Dp/+Yp35ym8CK+em6TgAUExyXzuSyFd+cKgbllRDqAWr711RkCpw9CeQHXlGpUnDdSI0oG5UW7R1aLP0Qp75YQnFSOa8XhcFDDe58rNEzQ8B3fcwx1cf3R0VEKSMYkGc1cqFV29elXT09NaW1sroT3o7XHvyIT0h/8PDw8z8qefrpxarZaKYrzIw4USgwOSx8vgZCPG5H1BqaJQEWoqapzH+M7LP6PC8BWA7kE5/Z020BeD7/OKMXQ+8dCI8ww0BI3H6hnnMae3868reK8Y8usAG6646Xf0TpvNpqamprS/v5/pNDU1pXa7rZOTkwySnM7QzJ/X6/XyPXhzkTdckUbkDC19PJ7LKYpCnU5HCwsLWl5e1tzcnA4PD7W5uamjoyMdHh5qZmZGU1NTeuWVV3T//v2sLN3A+Ty74YZ+Tl8fK33mb6+gcwPvYNL1g/Ohj9d5FGMf6fKsdi6UuytMd3Pdirvy9/I93B8SMe72O2Lkcyxfq9XK1RK+OpFnuKsfGREUGCsYYnyQFlFWZIiYK/D3zczMqNFo5AVCCL0rChoC4n2nRYZFMKrVqpaXlzU9Pa2DgwMdHBxkg0Cc10MFMCPhEBdiVy4gUhQ0CpW+8DenL7lRZ1wxru484lsSp5Q0OzubjbkrD2juK1JB+xEleijPczou4NCOucNI4CkwXqcH/YAHGSfPjotkHNHGbQXcTXee4Zme5GSNB8fiQWNH9+6RuiJinslvkCTnOjwpDJXPt6N6+latVnNoxJOrbsjg74ieockkVO25OdDt0dGRpqen9eEPf7jksUO7brermzdv6tGjR6VwjhtgxuqhRqeZo2d+RzDo1zjfMA6X/fi/ezmO4h3te7XZpHYulHu08nFZdXQ/3fWLzwC1RoUawxmUhkXBelbik+YTS/O+T1LQzpAuQI7mGZsrg6IYxiXZLMsFmv3S6RMIBvcvhrSkoeAhrPR3eXlZs7Oz2t3dze6qJy9BD+6Os4GR06Ver+fELH1k3OzDzr0gwhhucA+E8fo5oxGVQr9araZXX31VtVpNr7/+uh4+fFjKezBHMbnuxpuxeoLR6eohB/qAd8E9GCEUMnMMHzkw8YbHElFzjNO6goeehDz8tB+e76c5IRsk030+Ga8nmuG1zc3NkvchKfOZh3fcqPE/ypd5Z6telynfFtsNjRtf5yVPCrvBhWf95K6vf/3rqtVq+uhHP6q33nor3898fOhDH9Lbb7+t7e3tp7zqiNojyHQd5MlW96b8PuSVOYk8wPXRuHh1ENd4+O957VzE3CuVSuEHSGABXQAdTT0raeUWMCo3j4O5IvH3SeMQEMqq1+vl2mo2AnJX3d8RjY4LjxsA3uP9ifHKaERQZi4UKB7OWvX9T0AQKK2UkmZmZtRqtbSwsKDHjx+rXq9rfn5e3W5Xd+/efcoT8USxMxzL/1HmjMXRKdfS95SGOQA8prOzs5wL4Pter6fj42NNTU3lHUDdda3VajnxicBgpOfm5tTpdLS5uZkValx0hCL2OZHK6w28xA4e8kSnV/lUq9XMJyklzc3Nqdvt6vj4uOSiu8fgSgJ+Zn97VwzOD9DSv3NEF41IbG5onDf9evcAHMlG9EkfnhXa9Gvda4vhDAcqbmSd7h7bd+RcrVYzjX3FNPNCWS5hmE6nk5OpPk7ko9/va2trK+eBnLb010NBGEBfPOiy7CFM6LGwsKBqtarNzeFhds5n0dvDWEVFH/lB0vmPudMiMX0i+B3dIZRDdA+9MVGTiBOJ54rRhRomcIJjFCJqd88DlB33HI9xWEct3OcMxQpBGBLFh/A4YqN/KysrunnzpjY3NzU3N6eUktbW1rSzs5OrCLrdrt55551S+RVjuXr1qjqdjh48eKCUhrF0F4hJC1ciskEpg+IwmNDWVxyTTG82m7n2fjAY5O1NJZVOelpdXdXOzo42NjbyTnq8k0VElM4h/E5TVzYew4/j8J/oEeDFSOPtYN3AkgNxHoZW0I2wifOFKwqEP4IXryiKSNMRvvfH+dSb08Urr/iMcboRcYMTEfZgMN7mIMqYg6GIdF1mJ/EUoTf3bhxYICObm5va29vL62VmZmZKlUFTU1N5IVy73c6nvLGBoIeq8I48nDYp/+VI3ltRFLlMGPpCx0gPdNnVq1c1GAy3VwA8sDAy6q5ntXOj3EFAk5J2UXlKY+HymLoLH5Msjc+IHAzGsXQP3bhwQ2wW+aSUtLe3J6kcYy2KorQAxd1Ifz8xz0k5BWdYN2bcj9Jw4eYdMCDKo9cbnxIzGAz00ksv6Qd+4Afydr2Li4u6fPmyvvSlL+n27dsZvT9+/FiVyvgYw/39/ZxQ5ST4lMYnLLkyoXyVvjjqQygbjYbq9bqKosjIqN1uZ0RO7B6m9QVmJJMPDg40MzOTaYULvra2VnJzSYRC50nxVFpMYLrH4sI5SRlGJcr9vg+Nx7+dj6vVaq7hhwecd716hvd7WaD3wb1ZjCI8Ho0s99ActcdwAv1j3UCr1dKTJ08kqXSeL+iZPYLc83O6ReDiPOIAwPf3ofncOXhxb4Uf+o/yPD4+1tHRkXZ2drS5uVkKNznAODw81OXLl7OC9x1FXfdEz9tp6rT1vX/g1dgajUaurXdvCplutVqq1Wra2dl5Cgi54XteOzfKHWFzBvHVjSgR6WkXUSovu3aEwnVUZrRarbx8PcbbPZzD/9K4vG5lZUWDwUAbGxul/amjOxmRlCMdmMQX2cT7pfImYs+qUOF3rVbLcca5uTldu3ZNH/vYx9RqtbSzs6NXX31Vs7Oz+sIXvpCV9OHhYUYTlUpFnU5Hy8vL+QCAlIZn1e7s7DyFYqRhvLndbuc9ariGLQgQOEmlJf5nZ2c5tOKbnbnApzQMucDY7pFh9Ki6cGPJO1xYKG/0/kfl4vPA/OHux/CFx88xyM6XntR3vnR+8IomxhsRHf1xJOhGJbrpgAnPD7jL7wY39of7eScGwpOjhAkwph4qgVZx2+AYtnQaO+08DOMei6NimnvXLv/+Ls9reEWTo3yAmTRMtj98+FBLS0tZqVJYAF19i2ufizgvsW/8jQx7GMnzGH5fr9fT7du3n3q+Pzfqi0ntXMXcJ1nGyMyOaKKynxQjlPSU0kQ5eEzMhd1DFBiWarWqpaUlVSqVvJc1BAdhViqVUj1rvV5Xs9nU/v5+aZMm7yf3eiwfgXc0HL9zAa5Wh+csvvLKK6rX6/roRz+a4+LE1b/whS9IGoYO2u227t+/r4ODg9xvlAAxbPcIoLcjLTwm5gyXlz1oWq1WPiXHyxsbjYZarZZ2d3dzqMqRKwiUfkjl2mMEBCFwJRLRKIrZ3WFfDUpzl5rcT8zzxB0UuZ61BK4QCQExtzHkgaIYDAalTdJcscMr9D3KBODAn+3/O794WR7P8DClhyvcWJp85j5g+F3h+ApLj0XPzc3p+vXr2tzc1Pr6+kTZdDDmxs3j7a4go0Jz74hn+/x67g5jV6/XS+EX+L8ohgUGjUYjbysSE+Cep3Ng4Mo+9tH7By85HXzlNB4TeohnRs+f7/v9/vmPuUeCRBfOlXucSLeMsTnRYfSosHhuLMejXxCVsEKs2nDXWxqjCCYSV9wVON/THHG6qyqVPQEY3Gu76SdhgS9/+ctZiaFMq9Wqtra2VK/Xde/evdJZjgiTo+1JcdFofGM1EQxHKIoErzRE+tS3uydSFEV29emPn5QEMzt9CYPFWOskwXYQgLL1PqC4eM709LRu3bqlN954o6RMEHKUl6NLNw5utH2uPWHo3oC7/zzTr+GzGMpzmkQlD/+y8prdMt27BbQ4n8ckoMtk5E0/qCYWP8CXjJftfN2riMbGjTX0djARlSqfU4cPv7kh94Qn78ATdCMG3yIjHOk5Pz+vo6OjbIw5SzV60W7oPBTFs32cPscAPp8LV+rs+wPfQRNCmU6XSe3cKPeIXiXlqhVJGWG4MLgbH0MkkRmlsgFxl47rYk2rM3hENc44blRcYR8dHZUWBCGQMH69Xs/7V3tM1d1UV7YwrqMJrw2+c+dOPp4wIszZ2Vl1Oh2tr6/r6OiopDxccOijIztX9DEeTakWfQTBRlea73u9XkZNTldHpxgbX0UIqu71ejk+j6C7sUWwfaEQcxK3f46KEdT0sY99TGtra6Wl8RhY+uHxYTdqeIWMyRO6rly5BxpED9XBisfhXWnyP2NzJMl9vn0DSsKrfFAWR0dHmW9cUcXEITRj9e/e3l7uU/QKDg4O9Prrr+fVodDKcwEuLwAWz2t5aA3+8TEybx4mcq8bQMf/zu/eHKwcHh6q2+3mihu8LbwLLySIgNANl/cRGvEu11H0zz17qnwGg0HWDw5+3JA8q72nsExKaV7SL0j6XkmFpJ+Q9JqkX5F0S9Lbkn60KIrt0fWflfQpSX1JP1UUxW887/nVarUgZuzxV7LY/X4/H8Lg9d6gYi9vQzAcPSNYCLpb00mWdpJrCsO5hfV3RoXo76Y/Xu7pC5KIvcKIvMMZwhGRox/vC0JDXkEaCn273da1a9cyYvf9v91l9NK16OrzDndvozHkmd4XFAkCzkKpqIgYh7vpknJNvqMcF3BHmvQfL4EFM+12W+12W4eHh5nHUHYoSOYBxIuHx9gnKR5HrIzdhbBSqWh5eVmDwXBPH8bs9HSjxhi9DNcVhoMZQgcoF1/M40bZwwaScuUR8wfdoDMVUTGs4fPlyeBKpZK3y/XDmqOCc/5w5e4rfOFFkpBRlkDdTnN/F7T1HIUrXgeAHs93o+NeUqUyLESg5HZ3d7dk8DEqsaggjt/BTeT7CJa8P2xICGio1+u5ssp48Jlhmfeq3D8v6f8riuIXUkrTklqS/gtJW0VR/GxK6TOSFoqi+OmU0quSviDpExoekP1bkr6zeM45qpVKpSAW7ojTJ2SSu4ggRXTpn/mEuvAhnC48vmjEJ6fZbOZDfqnN9n7FkIALcPQu/F3uxpKwioqXvkh6inFjLJr/KSXk3XNzc+r1erp7925JobkSReBi+IPvnLY07iXh5iVq9JHriZNXq9VSzJnrJs03AuSIN64OdkWKcKEgifWDvqh1jig5Lorx50aeQuBiv6enpzNid4NL7oMVsm44mW/nEZrH4R31MlbCLc4nLiPeL6/OoZzOK3AqlYrm5+d1cnJSOjjE+dt5Enr1+/2cY8Fowg/UlrvCYs7d23UQ48iWeYxG3Jsrf//fE5XQxo23e0ZOK0+S+7xPT09reXlZ/X5fOzs7ma88vOIK3D31qLAZn+uiSA8PR7mHwxh8Tp5X5/58XD982aykvyzp7486dloUxY6kT0r6/Oiyz0v6m6O/Pynpl4uiOCmK4i1JtzVU9M9sjqR9krHUDDq6Xj4BTpRYluhEi8Tk/THm72ipKIpcIigNtyq9fv16XiTBM6anpzMCQoG6Gxz3sfA+xtCN99GrJzzOGRUPK1C9yuHSpUs6Pj7W2traRDo7svPkarPZzNup0j9HRz4vCwsLunz5cknResjAV256vT/XUS4Zx44y9HgwuQvfBC3y0mAwrrHGiyGU48vm3dA6Onc6M3Z+HM17wnVSWK0oxtv/MhaEM1bgOPrzMl1/P2EjSblcLwIb5yU3WlE5usdQFIW2t7dLG6zRn1arlZO+vIu5dKXT6XQ0NzendrudY+yszYAXFxcXS94r37EJHeOIwMj5iTmi7/Cby4EbOb6XxnkQPvM5dCDD3EP34+Njra+vS1I+x8FXXTsocX0UeZJxuMw9Sxe5d8k10N3p9Lz2XmLur0h6LOkfpJQ+JulfSvq7kq4URfFw1KGHKaXLo+tXJf2u3X9/9NlzG4N2FOLJwsicjjAdSUvjSfVqhYjyHPG4dXSC8VzfZ3pqaipPLiexROTkVppx0F+vrnF3epILHX9DD3ebo/EjbDA1NZVDApubm9lTQDnwf0RIhLpwR588eaLt7e3MmIwRYahUKnljphiyQugQKhc6TxY6Mu/3+6WdPN2b4n2sYO12u6UwHTT3ChRi4CgjPCTG7EDAjaUbGv+fPrjSklTaD5xnoSi9VBSj5KEZBxG8z72o+L8rZkf87vk6qnW+cWWEwnbk6nOEksbrcMDD++EjtmKoVIYrl588eVKixdnZ8Ai7WPPtoIv/HahBc0CT85jLL+NhDChs9ypiCM0BjesI1zVcc3Z2po2NDc3Pz2txcVGVyvDAdubd0bT3KSp/1wX0w/viVVnOl9EbYCx/2oRqTdLHJf2doii+nFL6HyR95jnXT1o29VTsJ6X0aUmf5v+ZmZl8XidCxYRBFJpPpCfTnBlgAF9ZF2N7rlCsX6WYIIzi1nJtbU2SSqf9uMBGROlIkr9xZ9kcy4XdDYE37gHFMWY3WlNTU7px44aWlpZ0//59bWxsPHWNC7kLinsRnCJPmCgqaHfBQdP+TDeqriRd6fk4XfmxyIlkXdwrCGUpKQsafAPTt9ttScoGwGkJDTBYzWYzx5oZm5eowmsIF4dqO/8xd84vUREz5ljfzLg8POPPdOXlaNZjvo5YY9WGv6vT6ahSqWh/fz9vL+Gg5eDgoHQEI/XeIPPt7e2SwWXuWPTnYZuoxDjVi75AV8ZDaI//Oe/W1zNAD+cH5tH1Bt85r/GbuaRvjMFlZNKzOB+21+tpZWVFV69e1fr6el7kGENBXmHF82MxhPfD83InJyelbYCZD5evSZ6rt3cNy2iIvO8XRfHl0f+/qqGyX08prYxeuCJpw65/ye6/LmktPrQois8VRfH9RVF8PwLgCwc8Ls0+Kq4oICJlfpMUKwR1F8ddTj6HwdzNcybg/R5jc0HjXR6KoJyqVqvlvWm4nq1Jm81maWIdtYzomn+DgojvIcitVkvtdjsz/NLSUt4I7P79+0+5mF4xEj2X0bzkDZh6vV5e1OFIj+sklU6z4ll+viqrHB1FRiPsCvH09FRbW1va29vLysvnh2tBY0dHR3k7WsbjxzJK4xWL/tPr9Uo5gpgIjcLk9PLtJUBZfE9/mVv3XPCsfDw+Bx5jj4jWlZkrBehMws3DTRHhQhvQ5pUrV7S0tFRS7jE0RaVKXNdA/6PHjTcajVGkJWh/fn5eL730UvYQGG+9Xtf3fd/36ROf+IQuXbqk09PTvBiOfrnBxCPA8/T5cfniM/eYmHOfZ0JAGBlkuSiGIax33nknbxNw+fLlzKtRnphX53E+5x7eSyUZHo7Tyhvz/qfeFbIoikcppXsppY8URfGapB+S9LXRz49L+tnR718f3fIlSb+UUvo5DROqH5b0e897h8ekcUvcqjrjw1DValXz8/NaWlrSo0ePSqVprpg9VOLWOCL56PpIKm34H10kqaw0PLGaUsq7L25tbeVl9pcuXdLe3l5e1MSESio90xM0z0IXMJDXkrfb7XyO6WuvvVbaAz4KGG0Seud/3HLf+2TEE7nPrhD5DJrNzc3lhB6fedlkTNZFgWSuG41GTsT6lgL9fr9UoeFIbm9vL6NI9xqMr3Mf3LtDyFEgbpjcEJHQRAkwRnIexEcjX3j+xPnGlQv0ZIyDwfDw8MXFRT1+/LjED5K0sLCQw2PQ18v1pLGXCS92Op2cHJSk/f19HR4eloywG7HT01MdHBxkZE0fo2fgilMah8i8fBX55XqvdqPfvV5Pb775Zl4M5/TyufB3utH0a5FlQAj3eEgGWmE48dpcRmmAitdff10rKyu6du2aVldXtb29rQcPHpS8dG8xF+Cy5Aqe/6FTLDKBTvH5sb3XOve/I+kX07BS5o6k/0hD1P/FlNKnJN2V9COjDnw1pfRFDZV/T9LfLp5TKSMNicV2ABDba94RKAbP5O3t7anb7eY6YqysKxIWAriQuavLs1xRMxF+HB7MGtFrRN68Z2trK5fmUZlwdHSkXq+Xn+snzPN8GJ2JdWGiL446BoNBRtfLy8uqVCr64z/+48xI0MOZzVEgY3dFxPh8j42oeNwI8EyMNC76wcFB6Rg8N5yOTDxOGj2ter2e463uEdAnfzdj8bH5nEplg4zg4K34sxzlee6H90ADqmcYG8/xnIYnAV0gGbsbdpLOINBKpZK9KLwZD10UxXCvHowwOyKyva6HSdwjKIoi86OjR2TMlQihKObc6eZjiXIgjUOJKKgYgjw7Gx4q454xBndzczPTd5IihifcM2U8vshKGq+sxWi5F+/z4M+GH3wPKXiVft67d09HR0f60Ic+pMXFRfV6vbxGIspbjCxEQ+SemrcISqArdHpWOzfbD7BYyWN1LGLylWFebeGZfQTOhdcZOwq8K+Jms6np6emcIEUpu6DHCYqIjInBg3CF7Zl47oWRaHFSXWHV6/W8jwuLokBAU1NTunLlShb6brebNwMD+ZFYdKXu76GuOzKRKwLvn/cdF9xXoO7u7j6FPGPojPn1Z3qMk1g74wRdsx4CxM5zUD6sWCQ0g6FwhUxDUHk+HldMhPIenu97mXsS0QGJh5+8SgMe4AAM+ItrACpUY6DcHQnjjhej0IkfSdloNDQ1NZXPkuWd/X4/V6/4+Niegli7ND6pyfncwzL0KaWUS07xVqL31Ww2M5/gObjBpFFrz7WOxn0r32q1mnMDKPK4OI1+Mre+NsE9hJgz8fG5nqC/yDFemvNvu93Whz/84bzdyJ07d/JJYK5/nB8imHSv3KMJUSYbjYZmZ2fV6/W0ubn5Jy+F/HY1lBCCTTx9ZWVFV65c0dzcXAnVOnF8YhyNuoDFSgHew97ie3t7JYTO9z4pjjocBdB/d+thKj9P1SfLJ5Lm/aPVajXNz89rdXU1nz/qfYNOg8FA6+vrevLkScnjiehqEqJ1Fw/lRn88HNRsNksVEPQPOmBg3DA7o0Y3nuc4bR0F80yEWlI+2s2fC63r9bparVauZpLG4Q33MqRx3T20dl5xpcYYPLRDyEYql85Bh9nZ2ZLCdcXubjc/eHeVSiWXhPJ59Br9IG8HHPzd6/VKuw0yfvrD905DV4DuZfn9/k7mCHRM36JMFkVRKtmEzrwTOvh3Th+UPCW5g8FAc3Nz+eQwnhvLaJvNZp4DeHgSuvc+RI/CZQbw4t4Jhgh+2Nvb01e+8hXt7+/rypUr+tjHPqbl5eUS3zv4jF5C9IJddp2HmWMW5D2vnZvtB6LC8EH0+/3SZl1+LRY9xtNBND6p7m4XRZFRju/O56GHaNV5H0rH3XSPHSKk0tMlnSiJaCT82TyPa548eaKjo6N8oAPCPj09rZdfflmdTkd7e3tPhZ5cMfj7YpgH5UKMnX7jwXiC1RmRsfD5YDBelMPhIdAxuv/0gX1BXFl7khuF44gHGrFi7/j4OCf9WIHrG4T5UXE8u91ul+qrvU++7w68xPcex4WGeA2+k6TT6fT0NH8XlSV/u7HAE3DZgIbMI6Eqaew9Rb53wITy4173ptbW1kqKBuOOwfH/HYyggNzjcg+R8eDpDAaDXAHjZxtznz8PGaTsVVJOqq6trWUPudFoaHFxUevr6zo4OFClMlww5iAEurnnBj2gHXrH5cZlkOvi6l3ng9PTU33lK1/R0dGRVldXdfPmTbVarXwymCdKo0zymSN4novcUACAkXe9NKmdC+XuytpRVqfTydvsUknjLhMC75PmFs/ri3mPE4/JmRQH9Wd5soVYPgLJ6j8/Fchjr/TPY9eO6GAijwW64ElDoYorY2u1mlZXV3V2dqa33347n0DkNJXKG4s5fR0xgOIkaW9vr4QinPG4H5qgkOgTy9pxlZknTx7HMAfxVPpcq9XyQcoYS3eP3Uhj2LvdbqkqiD1TMCidTifTwMMpvsDH+YRrovJCyfIsDArj8MU9vMu9TeiFsoNXHLDwuSdyI7rzvjtgobkhdd522YJ+vuKRd/q8IA+OeH3++N6fCb3iXEcPChojH3wPMJKUw1QpDRek4S3Qv9PTU+3t7eW+YdA87o6RcF4C+bOmAv6J8+EI2wEAHl30WAaDge7cuaPt7W196EMf0urqqlqtlm7fvv2UMne957kcl1+fC2jqHt/z2rlQ7pJKTIMQHx8f5zNEHcnEWBluvSui6F65cDr69gNCPNYvjZGLP9+9Aam8utBdbQSbSgHeiUB51QjPAVW1Wq18cLSjfKfP1atXdfPmTd29ezfX2TJ2BJ+qCGq4YQb3UkDWXvXhz4ruo3sevjc1lTFUBzlNHfH6HHheIiIqn0eEk3AIhsKF0YWMcBi0wKvhMJOTk5NSNQ0KhLFEsOFhQL/O65CjJ4fC4B3QzOvn3YDHdztPgZxdifv1niBkbpETxuGbybGOwEtGoSX3uAH1EE673db8/Lz29vZKoUyMKf+joP0Qlna7rW63m2U5egvE7vFKuA5a1Gq1HI7AGHhIldAcaxsI0+GhOV34zA2npCwDjCMWSkhDxU4oiE3wImjb3NzU4eFhPkvhxo0bun//fmlfePcO3JjSoqFER/pvN96xnQvl7kqZnf8Gg0GpPMuRS1Q40lgIHUX6fR7zItaOoPs7Y+LFlWrsB+91AZ9kHBztwlCMwZN60ctgQh0FVSoVXblyRY1GIwuKGy5XprhvsWYWt9gX8riycKTmKMYVbVEUOdaPV+XMzTOiF0A9NuEWFyz6wf4mIKx2u53RmjQOdRVFuRTUlbuXQLoH5MpUKh8yTL+jIXJUhlHz8jQPCfKZe2qE/lZWVlQUw825lpeXM7jodrvZY3LPAHqj9ByNx+oiNwqgVldS9I3fXOO06ff7JSPAM3zRVeR/nklYxdG7o1LG4Ruc8axYQ49Sd5q6kcEY8B4HAg4YvD1LjtELhCHpm/Myv6EjMuVGx5Uwc3B6eqo/+qM/0o0bNzQzM6MbN27k8JHTGJ52GfAff7c3AOSz2rlQ7lJ5UYxUPrTaJ8Rjh/Fzqbwc3y2fE42qElcQEZ1OMiAu5CgoSU8ZBE8guYB6uV1cTu2xSg6RZtUlnzcaDX3v936vJOmdd97Rm2++WRJy7wd0wsjBvPTFQwI+B66UXXCcNjyL8ElKwyqPg4MD1Wo1vfLKK2q32/ra175WWlziC7CggStLELk0rmRBgOr1et4FkYU1oOM4x3Nzczo+Pi6trnX0k1LKSotkHWss+DuG6lwReW09Y4ubeNHPfr+f92yJ4TreV61WMwLkfjfSGFkUmiNIN3pecskhIl7fzpg46xUPp1ar5Xi1ewtFUeRwI7JweHiYK3FSGh66fvPmTe3v7+v+/ftZJtzLQp58nx0HM/Cn6wFX+pO88Un5NAcjriegXQy/8dsNhXs+yDZtMBhknnVlDF09fOeG+sGDB1pYWNDc3JwuXbqkarWqnZ2dfA/j8UQtlTbuHcNrbnAoO57UzoVyd5TqHedzR4IRObibzH2VSvk8SW8RTUpDRqzX61pcXFS73daTJ0/y8nv6x3U83+PNjUYjlyi6AfB+u+vqAkpDgNrttm7evKler6f9/f1cE1+tVvXyyy9raWlJb775Zl7M4kbM6eYunyNb3uXKG0HxmCpoyxUhnx0dHanb7Wp9ff2pOOBgMCjtX/4sN9Ppwvv4AdWDTDgOECTPPHrFw9WrV1WtVrWxsVFapelzgWD4e/B+CEsxfzGkQpwbfnAh9liyKyDu4/vt7e3sfm9sbGQUiIvf6/VyDBhvCNp4shYD6f2etNDGFdWk71EMnmNynojJPy/hw5BMTQ0PoPYFUP4bvoDvMWiUUOLluKcDvzlSBVCQnIbusV/Oiw5gXHe4sYZPXTcQ3uGMWL+HfAh9Y7NA95a9KMFB1vr6ej6dqtVqlRaksRWEx/YnoXkPm0YdEtu5UO4QFCadFEt0pV6pVDQ7O5tXnPngeZ67xm65nancheUgadx6/obofrBBp9NRtVrN8WXQN5MJMuUzR4EoUr/Ovz8+PtY3vvGNjPJ4xuzsrCTp7t27unPnTgmheLw5xoddica4LIxN7NVdf67zKg6Ylr556MZd8Xv37uWxuuvoXgMhAcaIskUoGZ9XWRBG88Y8bW9vZyXFifE800MTCCjPddpRFVSpDLdJpl7caUBf3IjHjanccDIGr4jhHa7AoCEepSuM6Ek4cnSPAnlB2cX6b/e8nOYoXldMnpTmN/KCx1Cr1bS7u6s/+IM/kDQOl/EsB2T0ic+IPfvunm4kobPrAw8hcR2hJJ/PdrutarWatxyOoUdo5DF1qbzRIDKHXnCAxpx5VRX9Z358rG68tra21Ol0dOPGDXU6Ha2trenw8LBED9aLOLqPcxcB6qR2LpQ7LjobOOHqM7nOfNLYZXery3P8OkcZHsuM8VFJeTOog4MDdbvd0kIPZ+ybN2/qu7/7u7W3t6c//MM/zO60v9N/e5jIlarv/e0rVVkM47XmV65c0crKirrdbl79FpOSlIv1+/1SrbijFVxX/9+VBAoOAYZGlEi6UCEYTvcYioqGDWb3RUbMiSsSr76QlOP0KHeeS/WEe2iTDCrNPRbvC3RCEZPwbjabOdQE3zj/eDmi8xZeI/Xm9IW5ck8J3oPm0Rj5s6Vygtc9SbwExs67Ga/HhSeBKDdw0N0NX/wMJA0Y4r2OapkPFmTB3zTmHLp7spm+OFBypYyyJGyEovc1Eb7gS1Leh8rDV4zJPUFknf6xrwwHthOacaUN0vc8m+euXJ+89tprWl1d1dLSklZXV/P6FMbFiXNukOg/371bpYx0TpS7pLxFAFlwj31GJOTxO5SjVN7r5OzsrKQ0WX7sYQRfFdvv90vuv8cCUYQppbyv8/b2do49urLzqgOe7cojhoWiEmMcCF6n08kbK929ezcfkYci8CX5oDwUCCs33ajAtCBY93gQfq8RTynpu77ru9TpdHTv3j09evSoFEJzYWB8Pl4Pg8zMzKjb7ZbOoYRGjIGEHsyLK+5xXpRBdLfZX58tKWJSk3cxXuaIv6FJSsPtI9xbcB5AkfL+uN+5jw3h9pWzHipD+fhqR+jPQR8oPEl5+103Kr7FMWG8uK4gIn0QOgqVGC/XI4POz4SNmG/o4oDB38u4HIQ57+OhYNygP0oc+eWZHibDuNP3vb297L3wLN7t/O8NRRpDOq4TkCXGd3Z2lgGdgxD0CmNkPugzfCENjdq9e/e0u7urGzdu6Nq1a2o0Gtrc3MwnWrEyP25jAPign89D7+dCubsr7u49hJHGqMdXpknjmBdbFGDFYQ5Hsh6nYgIc/fh1jp6YnNPTUx0eHuqNN97Iz4DgML+7b25dI8r1OLi77v48VudWq1Xt7u6Wzj49PT3VzZs3denSJe3s7Oidd94prQ5lfM5QMKfHDaOn4wgfhbO+vq7t7e28r7vvZYIxwQh6PBRl5rtqNhqNvJdIVISMbWZmplTCCIKi3JJT6RH6ZrOpoigywsJd9tCUC4SHaOj/zMxMXvzkYQ13u72iwnMUfggL9IuxXsaMQoNPnZ89MerI3g0TDf4siqK09QF9jJUfyJV7RyBKFoP5vKG8/R5o4iE0L+/1hVrksbwBSpBPFBio3qtQOMAFBEtlEXPLvPjeM+gRFqvB09L4jNn5+XnVarXSNr2+zoPfDl54PkgcujrPOyiNipfnRM9oZ2cny/HS0pIajUapmsbB5dnZWfZ23y0cQzsXyh2GkMroO2a3YVCPgTla5bqIgF1B8xy+j0jdE4q+17oLAhUKbmxgdCbF9+dw5MB19M0FBTey2Wzq1q1b+shHPqLBYKDf//3f14MHD0pehD/LN9fiPa5ofMxSWeBBOI42oCHzsr29XaK/09ZjgPyPx8ECo5OTE3U6HfV6vdImUa7UXVljmPf29nIZoCNlmF4auqqzs7M6PDws1dgXxfBQ8EajUdqUjhABLjWKhjl1wWy1WiUEF402SpgabQ9HoRid/vwQQvI5dA/OPRPQrCPXSZ4Lux66TKHsuI/3EuKSxujVc0AYEUfB7pU5EIMGXDc/P5+VmJeM9nq9nND2MAWeBttKwFeHh4eq1+tqNBo58ejhWAyme1K+Itr5m898vn1DPadj9DiZa57nSt0VuXvQzI+P3efFQzfdble3b9/WrVu3ND8/r0ajkePwMcGNkndDNCn8SDs3G4exLDmlVMpSMzifKAS43W5ny+sWzd0kPovEifE9R3nOrDF27MzuwuiIjRj48fFxRgW8311PD5MQp+12u1paWtLHP/5x9ft93blzR/fv388GxpnM3T1Hp+4xuBvuipnreE69Xs/upjRW7iT23GhNmhPvV6w0Yfz0B4WIkFNpxDzNzs7q9PQ071pICIE+e+yVfoJ6MbqDwUDXrl1Tp9PR+vq6dnZ2Mq1BmISHPE7sVR2cm3tycqJWq6Vut5sro+KWCF52CT1B1PSH8Emv18uLyzDqeJgervMqGEobvb7ajbcnmx1A0KdKpZKBA3LlPEm/MCTsz3N2dpYPhmZ+PWQZwxNe4hv5gv4zDyh6ZMHDkdCRfju/ORhjHI6KeTZKHtmATo1GQzdu3MjH5/mOl/SBdyOv7lFj5GiE3Dz/5nv5+Jx6433Q48qVK1peXlav19OTJ0/05MmTUiQC/uRZo59nbhx2LpC7VN7nhObI2l1Od7WehcJj7NeVNEwFY8HkHo5wBmUxhzNrtOLsU3N6eqqlpSW1Wi1tbGzkJfnSuB7ewyUoF1zSqakpra6uqlar6eHDh3r77bdL8UDGRF/cfXNGqVarWlpaUlEMs+7Qz/ePQal6JYM0DuGA5Hu9XgkVeViDuYNmIHS2BHBF43FpV/Axfu/K070jBHRqaiqjnO3tbe3v7+dx+T4yjx8/ztsy8A4UHnMbXWh4YTAY5IVF0DiOmXEQbnBQAY2cN33rWF/16R4TfZ1UduhxaejiSom+c34pxsIP6eYgbDwoFlHxfPiMwgI8Ywcz8LkDEu5zj8WNCwl5xunbDfBuxuu5AkfmHtpw4OaeTQQd7lkwF4RXHdi5TDPP9JV5RLm7Qa9UKjo+Ps5rB5Ab5s0NEd/7vLshWV9f19HRUY7DN5tNPXjwoJRA9bEBVp/VzoVyd+vI5Hqc0BnL0S9EimEKDxc4QsDqwQgQdjAY5PJG0JyjVqywTxxxYQgNciuKYVkem33B8Ew09zvaRxArlYpWV1fVbDb1zjvv6Gtf+1oJqbgL5p4EaMPpQ78wYHwnja2/hxncuNGazabm5uZKNdcoWp87RyTtdjuHclh05Iciu6KDprOzs6WtFLwaQRqXVPIeFNXZ2VlOBFLhQhkZcVCvoHAg4LziYTIXImhzdnam/f199fv9HKrhGug2OzurSqWSl8cfHBzk8IcnI924U0+N8mQ+m81mTlwyPkklHpukHJwnWJIPLXd3d3X58mVduXJF3W5Xr7/+eg6LeB5HUskb4pkOMDwOjCKPChb6oEzhOwzZs3I+rhBRyvC4hwCd/5hTdAc8iY6gj9Di9PRU9+7dK/EGChzakhfBG3API0YVoJl7+E4nR/rQ0emFYcb7euONN3T9+nUtLi6q1WrprbfeKuWRXK89r50L5e6o0a21K8CIsNy9rtVqeb8MUGZEsoQAPHTgRgNk6BPkhEQAiNlShUJcEWGAKT3JgxIlLggDSeOzEqemprSysqK5uTnt7e1lxY7gEo5yq+3GD3TnQkesEkai35EhJeXY5/T0dImeMzMz2UB5bL5WG25cVq1W8+kz/X5f6+vrGaUhaPSNhJAzNSWH7XY7Czwn7ziCQ1Ai+meOSWzu7u6WkpG+MRR8416ZNN4fCJTr8dlKpZLPHY0GFDQJgqYUDhQ/MzOj/f39zD/NZjMrNmKqxLw9lOMHenvuhueCjvH0GBf0IJyFMgLYPHjwQNvb2yUehT8YWzT47uFAx2hoKVyIdHXQ43H86DX7EnxX1hgZ9+Z5NiEjj197bN1zWchJt9tVp9NRSil7LlzDvNIPV8YuczTmx9/vOsP1ld/nRsFzdBQSADDv3Lmjl156SQsLC7p165bW1tYmnkj1vHYulLuHGSBSdK8QdI9BQShQL4NGgBztOsryRScgUeKVMK9UPkjZEzYgR4/tuedRqVQy8nJUjQL0+BnPWFxc1M2bN3VycqI333wzMwACzhhAmV7mxzh8bI60aNAYWnolCp9NT0/r+vXrajabeVUdh5i411GrjQ/OYH4wRNAEWpFD4Zk+F9KwGocDPhy5SUNB293dLbnv0JakmM89iJi6f090URWC4IPsvMqJd1QqlXwt73YFSt99DxfPFXk4DCAALzhv+3eMxcM3js4Jn7jy4H14Qp7sRbF7PJuSUsZSrVZLtf7wqIcB3Yv2hT6eNHW0DS2ZD2jsIUVHv57Y9DE7KPFcGM9jDngPCVi8FnSLh9QAGL4Qi3cx/5JyxQp9xAB1Op28it03XoO+LltSuUDEQ0MxhIShwOimlHT//n0dHBxoZWVFq6ur2tnZyeWSjO157V2Ve0rpI5J+xT56RdJ/Kekfjj6/JeltST9aFMX26J7PSvqUpL6knyqK4jfe5R2anZ3NSpbJwp3HvaUEjony0IwzAspVUulUdg/xpPT0hkXS+CQbR02eFOEZ3AvC4/t2u50XNLhQ8R43BvRjdnZW3/Ed36GTk5N8HiwLdIqiyGeHOvO5EklpuB/N9PS0Njc3S0xeqVR07do1bWxs5D64Qob+5BpQ6Bg93h1DFwcHB3r99dezQveQA7taSuO9MBYXF0txZsbS7XbzNYwX74i+EXKh/5VKJQsn8WSO9IOuzA1o2RfGeWUGtAR947Yznyxicw9CGldT1ev1vCI2pZTr9N1YoEQoI/RKF75nfM5rKE8X+EnKwhOJhHr29/dLz/Qwky9oisprUk22e3iUm56dnanVapWMl3uS/iw3Xsypy52HUjEeyDgeHLzB9Z1OJ+/v7nLpoVeuh9YewvSVsZ6PcSXvlXD+TE/OOgjjBy/LjbEXaTj4ARxQwgntyGdsbm7q4OBAt27dyh7k1tZWvtZDtbG9lwOyX5P050adrEp6IOnXJH1G0m8XRfGzKaXPjP7/6ZTSq5J+TNL3aHhA9m+llL6zeM45qigXZ2ImFwK6lYQwMNnZ2Vk2AAiKJ4JAe244QDu8n/fxLpS6pFI1hStyn1AEDeTjyoNnOBqVlMMfKysreSXk2tpadu2ZfGm8SRTjRgm5W+yZdA61brVaunbtWkbfHpqp1+s5Nu3Ln/kfpedbMzBXvjyeKhKExvtPWaMnv90oMVeScn9BzI6ciT37fSklrays5MS1u+Aom729vUwrkDHCybtRGB668YSfKyjGB58wJzF84S6/hwP9O/c6fHfLqCgd8bmi8fCIhw05iCTGiSeF9jy8xfx7aNLficzwjJijco/G4//QgHAJ3zN+D8d44YKHNPBIucc9DOhAohjZ8rlrNpu6evWqDg8P9eTJkzyebrerVquVQ2IefnNQhuGIG6d5WBQl7p5n9FIBAMgZQJGQsANPQo3dbldvvfWWVldXtbi4qEajoa2trVzi+6z2zYZlfkjSm0VRvJNS+qSkHxx9/nlJ/1zST0v6pKRfLoriRNJbKaXbkj4h6Xee9dCiKEqLQeGqJQAADsJJREFUExiwb0hExv3o6Ej9/nCPGNx8rnECofTcZY37WFAChSJyVx3GYlJBw56Ylca1wI4YXHnwHIwSSJPzM69duyZpuKBhb29PMzMzpeTW1NSULl26pO3t7RyOQOnGUIV7I24A3njjjZLRJO5I0sgTOhghz1XAnB6Ldo8ExiVhtb+/L2mIPthkTBov0eb5rkz9/pOTk9J2AyguvARpWOnDtseeaIQW0J74c0rDElv31hzlY0gINxBmwmvx/jIPXjoI7fF+PDfAPNIwHL4eAzoi6JPCifBSvN/DHr1eT5ubmxksRUMB/VwJkYT2WDjv5NmObF1+XAnDl8wPfAUtGIOjVg8v8tsRfvS23RiiJzxcCBCDX/y9/h7GiVfC/1wf4/wRnTtqj0YWXeRgg795NzktB6Ae2t3b2yvN+enpqe7cuaNLly7lFeuEPJ/Vvlnl/mOSvjD6+0pRFA8lqSiKhymly6PPVyX9rt1zf/TZc5u7N46CYbqZmZmMPFB+MDMuDHFYmNhd3OPj4yz4CDBCC6pHaBFKV2okPqXxcm+sMHvCI+AgFRgE5kFh9ft9Xbt2TYuLi3r06FEuufOqEtxfabyyj8l099VDBh5rp9+SSkgjCqwbRcJi7pnw2916Dyswbra1RUgYpzM6z5NUEm6Mhu/jwxJsR1Iu0PTr0aNHWWnjIbCvCvRxxQYaguc81EVYyfvoIYIYKnKaF0WRDy32MKELqHt/TleuAV1zqIXPD3PsHhHI03nU6Y5ypdSWXJR7IrzfVxy7RxE9Dqelx+L9ukkKj+9R+tSGOxqH5ihT+Nw9Up7PWQKAE+gO6PM1JtDn7t27JT3D+5hP76vzAWOk0V/GyFx7zsff4zkIfm9tbZXm3flIKh/55/19/PixTk9Ptbq6qtnZWa2trU1WqPomlHtKaVrSD0v67LtdOuGzpyL/KaVPS/o0/6MQfKBUbpAgQ2g7nU6uTPCsf4xnsjDKrTNMwBJ6FEC73dbS0pJ6vZ7W1tZy3TST5yskfYEPhAfloUw8cYpSd0RfrQ53rdva2spKxcMJzhQxNkuM2RX07u6uimK8MAehB2FjeIjNP378uOSBEKJwgfN5QcnQP1C2u9nuHTgKIu7tAuLoxzf0ksrJQEelvBujgFAxHx5mw8PjHlCl99cVrwt0DJs4qnRF4Iqs3+/n/ATejfNGpVIpFQOwejd6iPCwK2s3qtI4SexVWigWkJzTBaPgK0BRHPSLKjOfQ97ZbDZzX91gw98sOJKUeciVO8aI9yGP7XY7G3Ho7Qo9hqaYH2jF3y777k3wPp9jL2JgXj305ODIdRPNxxINgntFpufycz10Az97KCbymXsbHmHodru6d++eFhYW9Lz2zSD3vybpXxVFsT76fz2ltDJC7SuSNkaf35f0kt13XdJT5qUois9J+tyIOAUld95IDl2+fDkTmNCIn4g+egbPLe0HDYPANNSUx0QJJ8LDNCQNYQaECQVJuAEX3JUDqwkRwunp6YzSj4+PdfXqVXU6Hb355pt5W9LSpIRFEi6QxMAl5bg6fYZJ2abYkSZI/8qVK+p0OqWtbHu98dJ7BAxaslKT2m0YeWlpKW9V6oLO915W2ul0cv+ZB96DAMLwJOl83xo8F5KSPMvLBJ1ehJsABtDAq0NQnL4qFBp5/71BR9/oCuXOwpjIc/Fv5jalpE6nU9rlEuODocC4Q1v65MlF+sHY6DOeInTCkDIOxo5SwlgyJvgXfvektMeP+dvPz8XQu1z6gir67tse0EdPRvtqcvqEUsSQ8w7PLSAL0K0ohmFfB3o0ZCYiZcbmwCIiaw8Hutz6uOkHfBm9W/rEPfzwTgynAx9f0HX79m09q30zyv3f0zgkI0lfkvTjkn529PvX7fNfSin9nIYJ1Q9L+r3nPRh3CgbwuG5RDI9dIyzC5KFoITio3N1YqWwFYXZP3IJ0HDl63B5lAtGJ8frmT25hCRHxPM+AV6vDLYObzabW1tZKe5CT3MRguPDSUFCEMEBn3sd6va65uTmdnZ2V4nYYgXfeeUdXr17V1atXdXR0lPeNoTIjrniD/tG13N3dzcwN6kdJoYgxHiBDnxc3zB7qYVzuwbTbbUnjWDf9cnTmSA6BIr+xs7OTlbzTijnxMAYKyHMoCKZ7iV7h4QnGGPKCV/E4eM9gMDx3ltAK9HEPCOF3xQy9qCByheShEvrO3Lr36VsEuPHx+ff/2eqWZ8a8gnueyFgMXTGfhFGnpqZy9Ru084NYGA80RQF7EpVa96isXa94GGlS6AeDSgiLd83NzanZbKpareb1InFvHNYduPflhkIaF2N4v9xjhnauv3xbXwdFzk/c+7z2nvaWSSm1JN2T9EpRFLujz5YkfVHSDUl3Jf1IURRbo+9+RtJPSOpJ+k+Kovinz3t+pVIpQKMxQePWHBcRxY47h7DAcB5P96RJdMU9g88zmARHzEy8T1ir1cr37+7uSlJmBi/vo+/T09O6detWFuZ79+5pMBjkkk0U2NTUlO7fv19a4OAxzKIYJ4343pNjzWYzJ5rZ5ZBxQ9Nms5lrvo+OjnKIxdEJihyG961mYW4UFu8mXgutoKELtiei3O1293l+fl6np6d5C2byLaxKRTkQepkU+4385OEfwkuO8qAvlUFUD8UQHH2gpFIql91JY2MFyvKktYf6XKnyWUopo1vew7scyODmO2qnFt4NqHtHyIEjfBCyGzw3YB4i9LCGG0eUs5cRMjZQv3/mY8KTi0rS5Y1xO8qemprSwsKCiqJ85qqk0nbGPs+eo3I0Dk+iNGu14bGDu7u7mpqayrmUWJnCPYzLPWwPDblBd173z0d6M//mM673d3qosNfrPXNvmXO1cZhPJkrDrb/HEVEwNBAOSHxSiRoM49l4BIn7eDdEhxk8884yd7av3d7ezkzZ7/ezRfcJXVpa0ksvvaReb7hScGtrK/e5Uqnk0EWj0dDdu3czw/nk8pnH66SxME5PT2t5eVlnZ2e5QsW3g2XMsd4aOuDJuEtLktKFsNcbbnwV468pjVdP0l8YGYNEWMMFe5LL62EbykA9YUXoiVixe0coPgw89PHtat1QuxBOyrNA5+hSOxqDttLT8XyULvMNDdxzocSSfnvJYnw2zx3JTkkxx777fShHlJwbYA+J8g7e68bAwQ8eN0bP34fxJqTnitGTlr6+AO8VvsALdr0Ar3hOi35FBQwPuYHyuff7eD73+fj9/YzLr/d+0aJenaRnHZBEJR6vd8+M/0d9Pd/KPaW0L+m197sf3+K2LGnz/e7Et7BdjOf8tw/amC7G8+7tZlEUlyZ9cS62H5D02rOsz4vaUkq//0Ea08V4zn/7oI3pYjx/ulZ590su2kW7aBftor1o7UK5X7SLdtEu2gewnRfl/rn3uwN/Bu2DNqaL8Zz/9kEb08V4/hTtXCRUL9pFu2gX7aJ9a9t5Qe4X7aJdtIt20b6F7X1X7imlv5pSei2ldDsNtw4+9y2l9FJK6f9JKX09pfTVlNLfHX2+mFL6ZymlN0a/F+yez47G+FpK6d95/3r/7JZSqqaU/iCl9E9G/7/o45lPKf1qSukbo7n6iy/ymFJK/+mI376SUvpCSqnxIo0npfS/pZQ2Ukpfsc++6f6nlL4vpfTHo+/+x+RF+t/m9owx/bcjnvvXKaVfSynN23ffvjH5Ao5v94+kqqQ3NTwAZFrSH0l69f3s03vs94qkj4/+npH0uqRXJf03kj4z+vwzkv7e6O9XR2OrS3p5NObq+z2OCeP6zyT9kqR/Mvr/RR/P5yX9x6O/pyXNv6hj0nBn1bckNUf/f1HSf/gijUfSX5b0cUlfsc++6f5ruJ3JX9Rwk8J/KumvnbMx/RVJtdHff+/9GtP7jdw/Iel2URR3iqI4lfTLGu4Hf65bURQPi6L4V6O/9yV9XUPh+6SGCkWj339z9Hfe474oirckscf9uWkppeuS/l1Jv2Afv8jjmdVQ8P6+JBVFcVoUxY5e4DFpuC6lmVKqSWppuCHfCzOeoij+X0lb4eNvqv9puEnhbFEUv1MMteI/tHu+7W3SmIqi+M2iKFgq+7sabp4ofZvH9H4r91UN96yhvae9389TSyndkvTnJX1ZYY97Sb7H/Xkf538v6T+X5GvqX+TxvCLpsaR/MAo1/UJKqa0XdExFUTyQ9N9puI/TQ0m7RVH8pl7Q8Vj7Zvu/Ovo7fn5e209oiMSlb/OY3m/l/p72fj+vLaXUkfR/aLg52t7zLp3w2bkZZ0rpb0jaKIriX77XWyZ8dm7GM2o1Dd3l/7koij8v6VBDt/9Z7VyPaRSL/qSG7vw1Se2U0t963i0TPjs343kP7Vn9f2HGlYYbKPYk/SIfTbjsz2xM77dyf097v5/HllKa0lCx/2JRFP949PH6yMVS+hPscf8+tr8k6YdTSm9rGBr7t1JK/0gv7nikYR/vF0Xx5dH/v6qhsn9Rx/RvS3qrKIrHRVGcSfrHkv4NvbjjoX2z/b+vcZjDPz9XLaX045L+hqR/fxRqkb7NY3q/lfu/kPThlNLLaXjS049puB/8uW6jTPbfl/T1oih+zr5ij3vp6T3ufyylVE8pvaz3sMf9t7MVRfHZoiiuF0VxS8M5+L+LovhbekHHI0lFUTySdC+l9JHRRz8k6Wt6ccd0V9JfSCm1Rvz3Qxrmel7U8dC+qf6PQjf7KaW/MKLDf2D3nIuWUvqrGp4n/cNFURzZV9/eMb1fWWbLLP91DatN3pT0M+93f95jn39AQ7fpX0v6w9HPX5e0JOm3Jb0x+r1o9/zMaIyv6X3M7r+Hsf2gxtUyL/R4JP05Sb8/mqf/U9LCizwmSf+VpG9I+oqk/13DqosXZjwaHvbzUNKZhmj1U3+S/kv6/hEN3pT0P2m0GPMcjem2hrF1dMP/8n6M6WKF6kW7aBfton0A2/sdlrloF+2iXbSL9mfQLpT7RbtoF+2ifQDbhXK/aBftol20D2C7UO4X7aJdtIv2AWwXyv2iXbSLdtE+gO1CuV+0i3bRLtoHsF0o94t20S7aRfsAtgvlftEu2kW7aB/A9v8DQT4B07Bajr4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# calculate the gradient images\n",
    "kernel_x = [[1,0,-1],[2,0,-2],[1,0,-1]]\n",
    "kernel_y = [[1,2,1],[0,0,0],[-1,-2,-1]]\n",
    "\n",
    "gradient_x = cv2.Sobel(image_gray, cv2.CV_32FC1, 1, 0, ksize=3)\n",
    "gradient_y = cv2.Sobel(image_gray, cv2.CV_32FC1, 0, 1, ksize=3)\n",
    "\n",
    "gradient_mag = np.sqrt(np.power(gradient_x, 2)+np.power(gradient_y, 2))\n",
    "gradient_dir = np.arctan2(gradient_x,gradient_y)\n",
    "\n",
    "for i in  range(gradient_dir.shape[0]):\n",
    "    for j in range(gradient_dir.shape[1]):\n",
    "        if gradient_dir[i][j] > 0:\n",
    "            gradient_dir[i][j] *= 180\n",
    "            gradient_dir[i][j] /= 3.14\n",
    "        elif gradient_dir[i][j] < 0:\n",
    "            gradient_dir[i][j] = (gradient_dir[i][j]+3.14)*180/3.14\n",
    "\n",
    "X = cv2.convertScaleAbs(gradient_x)\n",
    "Y = cv2.convertScaleAbs(gradient_y)\n",
    " \n",
    "sobel_image = cv2.addWeighted(X,0.4,Y,0.6,0)\n",
    "\n",
    "plt.imshow(sobel_image, cmap=\"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create mag cell and dir cell in shape 8X8\n",
    "cell_side = 8\n",
    "cell_hori = int(gradient_mag.shape[1] / cell_side)\n",
    "cell_vert = int(gradient_mag.shape[0] / cell_side)\n",
    "\n",
    "cell_mag = np.zeros(shape=(cell_vert, cell_hori, cell_side, cell_side))\n",
    "mag_cell_x = np.split(gradient_mag, cell_vert, axis=0)\n",
    "for i in range(cell_vert):\n",
    "    mag_cell_y = np.split(mag_cell_x[i], cell_hori, axis=1)\n",
    "    for j in range(cell_hori):\n",
    "        cell_mag[i][j] = mag_cell_y[j]\n",
    "\n",
    "cell_dir = np.zeros(shape=(cell_vert, cell_hori, cell_side, cell_side))\n",
    "dir_cell_x = np.split(gradient_mag, cell_vert, axis=0)\n",
    "for i in range(cell_vert):\n",
    "    dir_cell_y = np.split(dir_cell_x[i], cell_hori, axis=1)\n",
    "    for j in range(cell_hori):\n",
    "        cell_dir[i][j] = dir_cell_y[j]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
